CINXE.COM
Frontiers | Science news in Robotics and AI
<!DOCTYPE html> <html lang="en"> <head><meta charset="utf-8"> <title>Frontiers | Science news in Robotics and AI</title> <link rel="preconnect" href="https://js-agent.newrelic.com" crossorigin="anonymous"> <link rel="preconnect" href="https://brand.frontiersin.org" crossorigin="anonymous"> <link rel="preconnect" href="https://graphql.contentful.com" crossorigin="anonymous"> <link rel="preconnect" href="https://images.ctfassets.net"> <meta name="viewport" content="width=device-width, initial-scale=1"> <meta name="theme-color" content="#0C4DED"> <link rel="dns-prefetch" href="https://js-agent.newrelic.com"> <link rel="dns-prefetch" href="https://brand.frontiersin.org"> <link rel="dns-prefetch" href="https://graphql.contentful.com"> <script type="text/javascript" data-h-4cd079c="">window.NREUM||(NREUM={});NREUM.info = {"agent":"","beacon":"bam.nr-data.net","errorBeacon":"bam.nr-data.net","licenseKey":"598a124f17","applicationID":"575163483","agentToken":null,"applicationTime":3.123739,"transactionName":"MQcDMkECCkNSW0YMWghNLwlBDgVcWkJXAWAUC05M","queueTime":0,"ttGuid":"8a2af53fde8eec89"}; (window.NREUM||(NREUM={})).init={privacy:{cookies_enabled:true},ajax:{deny_list:["bam.nr-data.net"]},distributed_tracing:{enabled:true}};(window.NREUM||(NREUM={})).loader_config={agentID:"594441469",accountID:"230385",trustKey:"230385",xpid:"VgUHUl5WGwYHUVBUBAUPVQ==",licenseKey:"598a124f17",applicationID:"575163483"};;/*! For license information please see nr-loader-spa-1.281.0.min.js.LICENSE.txt */ (()=>{var e,t,r={8122:(e,t,r)=>{"use strict";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||"object"!=typeof e)return(0,n.R)(3);if(!t||"object"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),o=0===Object.keys(r).length?e:r;for(let a in o)if(void 0!==e[a])try{if(null===e[a]){r[a]=null;continue}Array.isArray(e[a])&&Array.isArray(t[a])?r[a]=Array.from(new Set([...e[a],...t[a]])):"object"==typeof e[a]&&"object"==typeof t[a]?r[a]=i(e[a],t[a]):r[a]=e[a]}catch(e){(0,n.R)(1,e)}return r}catch(e){(0,n.R)(2,e)}}},2555:(e,t,r)=>{"use strict";r.d(t,{Vp:()=>c,fn:()=>s,x1:()=>u});var n=r(384),i=r(8122);const o={beacon:n.NT.beacon,errorBeacon:n.NT.errorBeacon,licenseKey:void 0,applicationID:void 0,sa:void 0,queueTime:void 0,applicationTime:void 0,ttGuid:void 0,user:void 0,account:void 0,product:void 0,extra:void 0,jsAttributes:{},userAttributes:void 0,atts:void 0,transactionName:void 0,tNamePlain:void 0},a={};function s(e){try{const t=c(e);return!!t.licenseKey&&!!t.errorBeacon&&!!t.applicationID}catch(e){return!1}}function c(e){if(!e)throw new Error("All info objects require an agent identifier!");if(!a[e])throw new Error("Info for ".concat(e," was never set"));return a[e]}function u(e,t){if(!e)throw new Error("All info objects require an agent identifier!");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r&&(r.info=a[e])}},9417:(e,t,r)=>{"use strict";r.d(t,{D0:()=>p,gD:()=>m,xN:()=>g});var n=r(3333),i=r(993);const o=e=>{if(!e||"string"!=typeof e)return!1;try{document.createDocumentFragment().querySelector(e)}catch{return!1}return!0};var a=r(2614),s=r(944),c=r(384),u=r(8122);const d="[data-nr-mask]",l=()=>{const e={feature_flags:[],experimental:{marks:!1,measures:!1,resources:!1},mask_selector:"*",block_selector:"[data-nr-block]",mask_input_options:{color:!1,date:!1,"datetime-local":!1,email:!1,month:!1,number:!1,range:!1,search:!1,tel:!1,text:!1,time:!1,url:!1,week:!1,textarea:!1,select:!1,password:!0}};return{ajax:{deny_list:void 0,block_internal:!0,enabled:!0,autoStart:!0},distributed_tracing:{enabled:void 0,exclude_newrelic_header:void 0,cors_use_newrelic_header:void 0,cors_use_tracecontext_headers:void 0,allowed_origins:void 0},get feature_flags(){return e.feature_flags},set feature_flags(t){e.feature_flags=t},generic_events:{enabled:!0,autoStart:!0},harvest:{interval:30},jserrors:{enabled:!0,autoStart:!0},logging:{enabled:!0,autoStart:!0,level:i.p_.INFO},metrics:{enabled:!0,autoStart:!0},obfuscate:void 0,page_action:{enabled:!0},page_view_event:{enabled:!0,autoStart:!0},page_view_timing:{enabled:!0,autoStart:!0},performance:{get capture_marks(){return e.feature_flags.includes(n.$v.MARKS)||e.experimental.marks},set capture_marks(t){e.experimental.marks=t},get capture_measures(){return e.feature_flags.includes(n.$v.MEASURES)||e.experimental.measures},set capture_measures(t){e.experimental.measures=t},capture_detail:!0,resources:{get enabled(){return e.feature_flags.includes(n.$v.RESOURCES)||e.experimental.resources},set enabled(t){e.experimental.resources=t},asset_types:[],first_party_domains:[],ignore_newrelic:!0}},privacy:{cookies_enabled:!0},proxy:{assets:void 0,beacon:void 0},session:{expiresMs:a.wk,inactiveMs:a.BB},session_replay:{autoStart:!0,enabled:!1,preload:!1,sampling_rate:10,error_sampling_rate:100,collect_fonts:!1,inline_images:!1,fix_stylesheets:!0,mask_all_inputs:!0,get mask_text_selector(){return e.mask_selector},set mask_text_selector(t){o(t)?e.mask_selector="".concat(t,",").concat(d):""===t||null===t?e.mask_selector=d:(0,s.R)(5,t)},get block_class(){return"nr-block"},get ignore_class(){return"nr-ignore"},get mask_text_class(){return"nr-mask"},get block_selector(){return e.block_selector},set block_selector(t){o(t)?e.block_selector+=",".concat(t):""!==t&&(0,s.R)(6,t)},get mask_input_options(){return e.mask_input_options},set mask_input_options(t){t&&"object"==typeof t?e.mask_input_options={...t,password:!0}:(0,s.R)(7,t)}},session_trace:{enabled:!0,autoStart:!0},soft_navigations:{enabled:!0,autoStart:!0},spa:{enabled:!0,autoStart:!0},ssl:void 0,user_actions:{enabled:!0,elementAttributes:["id","className","tagName","type"]}}},f={},h="All configuration objects require an agent identifier!";function p(e){if(!e)throw new Error(h);if(!f[e])throw new Error("Configuration for ".concat(e," was never set"));return f[e]}function g(e,t){if(!e)throw new Error(h);f[e]=(0,u.a)(t,l());const r=(0,c.nY)(e);r&&(r.init=f[e])}function m(e,t){if(!e)throw new Error(h);var r=p(e);if(r){for(var n=t.split("."),i=0;i<n.length-1;i++)if("object"!=typeof(r=r[n[i]]))return;r=r[n[n.length-1]]}return r}},5603:(e,t,r)=>{"use strict";r.d(t,{a:()=>c,o:()=>s});var n=r(384),i=r(8122);const o={accountID:void 0,trustKey:void 0,agentID:void 0,licenseKey:void 0,applicationID:void 0,xpid:void 0},a={};function s(e){if(!e)throw new Error("All loader-config objects require an agent identifier!");if(!a[e])throw new Error("LoaderConfig for ".concat(e," was never set"));return a[e]}function c(e,t){if(!e)throw new Error("All loader-config objects require an agent identifier!");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r&&(r.loader_config=a[e])}},3371:(e,t,r)=>{"use strict";r.d(t,{V:()=>f,f:()=>l});var n=r(8122),i=r(384),o=r(6154),a=r(9324);let s=0;const c={buildEnv:a.F3,distMethod:a.Xs,version:a.xv,originTime:o.WN},u={customTransaction:void 0,disabled:!1,isolatedBacklog:!1,loaderType:void 0,maxBytes:3e4,onerror:void 0,ptid:void 0,releaseIds:{},appMetadata:{},session:void 0,denyList:void 0,timeKeeper:void 0,obfuscator:void 0,harvester:void 0},d={};function l(e){if(!e)throw new Error("All runtime objects require an agent identifier!");if(!d[e])throw new Error("Runtime for ".concat(e," was never set"));return d[e]}function f(e,t){if(!e)throw new Error("All runtime objects require an agent identifier!");d[e]={...(0,n.a)(t,u),...c},Object.hasOwnProperty.call(d[e],"harvestCount")||Object.defineProperty(d[e],"harvestCount",{get:()=>++s});const r=(0,i.nY)(e);r&&(r.runtime=d[e])}},9324:(e,t,r)=>{"use strict";r.d(t,{F3:()=>i,Xs:()=>o,Yq:()=>a,xv:()=>n});const n="1.281.0",i="PROD",o="CDN",a="^2.0.0-alpha.17"},6154:(e,t,r)=>{"use strict";r.d(t,{A4:()=>s,OF:()=>d,RI:()=>i,WN:()=>h,bv:()=>o,gm:()=>a,lR:()=>f,m:()=>u,mw:()=>c,sb:()=>l});var n=r(1863);const i="undefined"!=typeof window&&!!window.document,o="undefined"!=typeof WorkerGlobalScope&&("undefined"!=typeof self&&self instanceof WorkerGlobalScope&&self.navigator instanceof WorkerNavigator||"undefined"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis.navigator instanceof WorkerNavigator),a=i?window:"undefined"!=typeof WorkerGlobalScope&&("undefined"!=typeof self&&self instanceof WorkerGlobalScope&&self||"undefined"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis),s="complete"===a?.document?.readyState,c=Boolean("hidden"===a?.document?.visibilityState),u=""+a?.location,d=/iPad|iPhone|iPod/.test(a.navigator?.userAgent),l=d&&"undefined"==typeof SharedWorker,f=(()=>{const e=a.navigator?.userAgent?.match(/Firefox[/\s](\d+\.\d+)/);return Array.isArray(e)&&e.length>=2?+e[1]:0})(),h=Date.now()-(0,n.t)()},7295:(e,t,r)=>{"use strict";r.d(t,{Xv:()=>a,gX:()=>i,iW:()=>o});var n=[];function i(e){if(!e||o(e))return!1;if(0===n.length)return!0;for(var t=0;t<n.length;t++){var r=n[t];if("*"===r.hostname)return!1;if(s(r.hostname,e.hostname)&&c(r.pathname,e.pathname))return!1}return!0}function o(e){return void 0===e.hostname}function a(e){if(n=[],e&&e.length)for(var t=0;t<e.length;t++){let r=e[t];if(!r)continue;0===r.indexOf("http://")?r=r.substring(7):0===r.indexOf("https://")&&(r=r.substring(8));const i=r.indexOf("/");let o,a;i>0?(o=r.substring(0,i),a=r.substring(i)):(o=r,a="");let[s]=o.split(":");n.push({hostname:s,pathname:a})}}function s(e,t){return!(e.length>t.length)&&t.indexOf(e)===t.length-e.length}function c(e,t){return 0===e.indexOf("/")&&(e=e.substring(1)),0===t.indexOf("/")&&(t=t.substring(1)),""===e||e===t}},1687:(e,t,r)=>{"use strict";r.d(t,{Ak:()=>c,Ze:()=>l,x3:()=>u});var n=r(7836),i=r(3606),o=r(860),a=r(2646);const s={};function c(e,t){const r={staged:!1,priority:o.P3[t]||0};d(e),s[e].get(t)||s[e].set(t,r)}function u(e,t){e&&s[e]&&(s[e].get(t)&&s[e].delete(t),h(e,t,!1),s[e].size&&f(e))}function d(e){if(!e)throw new Error("agentIdentifier required");s[e]||(s[e]=new Map)}function l(e="",t="feature",r=!1){if(d(e),!e||!s[e].get(t)||r)return h(e,t);s[e].get(t).staged=!0,f(e)}function f(e){const t=Array.from(s[e]);t.every((([e,t])=>t.staged))&&(t.sort(((e,t)=>e[1].priority-t[1].priority)),t.forEach((([t])=>{s[e].delete(t),h(e,t)})))}function h(e,t,r=!0){const o=e?n.ee.get(e):n.ee,s=i.i.handlers;if(!o.aborted&&o.backlog&&s){if(r){const e=o.backlog[t],r=s[t];if(r){for(let t=0;e&&t<e.length;++t)p(e[t],r);Object.entries(r).forEach((([e,t])=>{Object.values(t||{}).forEach((t=>{t[0]?.on&&t[0]?.context()instanceof a.y&&t[0].on(e,t[1])}))}))}}o.isolatedBacklog||delete s[t],o.backlog[t]=null,o.emit("drain-"+t,[])}}function p(e,t){var r=e[1];Object.values(t[r]||{}).forEach((t=>{var r=e[0];if(t[0]===r){var n=t[1],i=e[3],o=e[2];n.apply(i,o)}}))}},7836:(e,t,r)=>{"use strict";r.d(t,{P:()=>c,ee:()=>u});var n=r(384),i=r(8990),o=r(3371),a=r(2646),s=r(5607);const c="nr@context:".concat(s.W),u=function e(t,r){var n={},s={},d={},l=!1;try{l=16===r.length&&(0,o.f)(r).isolatedBacklog}catch(e){}var f={on:p,addEventListener:p,removeEventListener:function(e,t){var r=n[e];if(!r)return;for(var i=0;i<r.length;i++)r[i]===t&&r.splice(i,1)},emit:function(e,r,n,i,o){!1!==o&&(o=!0);if(u.aborted&&!i)return;t&&o&&t.emit(e,r,n);for(var a=h(n),c=g(e),d=c.length,l=0;l<d;l++)c[l].apply(a,r);var p=v()[s[e]];p&&p.push([f,e,r,a]);return a},get:m,listeners:g,context:h,buffer:function(e,t){const r=v();if(t=t||"feature",f.aborted)return;Object.entries(e||{}).forEach((([e,n])=>{s[n]=t,t in r||(r[t]=[])}))},abort:function(){f._aborted=!0,Object.keys(f.backlog).forEach((e=>{delete f.backlog[e]}))},isBuffering:function(e){return!!v()[s[e]]},debugId:r,backlog:l?{}:t&&"object"==typeof t.backlog?t.backlog:{},isolatedBacklog:l};return Object.defineProperty(f,"aborted",{get:()=>{let e=f._aborted||!1;return e||(t&&(e=t.aborted),e)}}),f;function h(e){return e&&e instanceof a.y?e:e?(0,i.I)(e,c,(()=>new a.y(c))):new a.y(c)}function p(e,t){n[e]=g(e).concat(t)}function g(e){return n[e]||[]}function m(t){return d[t]=d[t]||e(f,t)}function v(){return f.backlog}}(void 0,"globalEE"),d=(0,n.Zm)();d.ee||(d.ee=u)},2646:(e,t,r)=>{"use strict";r.d(t,{y:()=>n});class n{constructor(e){this.contextId=e}}},9908:(e,t,r)=>{"use strict";r.d(t,{d:()=>n,p:()=>i});var n=r(7836).ee.get("handle");function i(e,t,r,i,o){o?(o.buffer([e],i),o.emit(e,t,r)):(n.buffer([e],i),n.emit(e,t,r))}},3606:(e,t,r)=>{"use strict";r.d(t,{i:()=>o});var n=r(9908);o.on=a;var i=o.handlers={};function o(e,t,r,o){a(o||n.d,i,e,t,r)}function a(e,t,r,i,o){o||(o="feature"),e||(e=n.d);var a=t[o]=t[o]||{};(a[r]=a[r]||[]).push([e,i])}},3878:(e,t,r)=>{"use strict";function n(e,t){return{capture:e,passive:!1,signal:t}}function i(e,t,r=!1,i){window.addEventListener(e,t,n(r,i))}function o(e,t,r=!1,i){document.addEventListener(e,t,n(r,i))}r.d(t,{DD:()=>o,jT:()=>n,sp:()=>i})},5607:(e,t,r)=>{"use strict";r.d(t,{W:()=>n});const n=(0,r(9566).bz)()},9566:(e,t,r)=>{"use strict";r.d(t,{LA:()=>s,ZF:()=>c,bz:()=>a,el:()=>u});var n=r(6154);const i="xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx";function o(e,t){return e?15&e[t]:16*Math.random()|0}function a(){const e=n.gm?.crypto||n.gm?.msCrypto;let t,r=0;return e&&e.getRandomValues&&(t=e.getRandomValues(new Uint8Array(30))),i.split("").map((e=>"x"===e?o(t,r++).toString(16):"y"===e?(3&o()|8).toString(16):e)).join("")}function s(e){const t=n.gm?.crypto||n.gm?.msCrypto;let r,i=0;t&&t.getRandomValues&&(r=t.getRandomValues(new Uint8Array(e)));const a=[];for(var s=0;s<e;s++)a.push(o(r,i++).toString(16));return a.join("")}function c(){return s(16)}function u(){return s(32)}},2614:(e,t,r)=>{"use strict";r.d(t,{BB:()=>a,H3:()=>n,g:()=>u,iL:()=>c,tS:()=>s,uh:()=>i,wk:()=>o});const n="NRBA",i="SESSION",o=144e5,a=18e5,s={STARTED:"session-started",PAUSE:"session-pause",RESET:"session-reset",RESUME:"session-resume",UPDATE:"session-update"},c={SAME_TAB:"same-tab",CROSS_TAB:"cross-tab"},u={OFF:0,FULL:1,ERROR:2}},1863:(e,t,r)=>{"use strict";function n(){return Math.floor(performance.now())}r.d(t,{t:()=>n})},7485:(e,t,r)=>{"use strict";r.d(t,{D:()=>i});var n=r(6154);function i(e){if(0===(e||"").indexOf("data:"))return{protocol:"data"};try{const t=new URL(e,location.href),r={port:t.port,hostname:t.hostname,pathname:t.pathname,search:t.search,protocol:t.protocol.slice(0,t.protocol.indexOf(":")),sameOrigin:t.protocol===n.gm?.location?.protocol&&t.host===n.gm?.location?.host};return r.port&&""!==r.port||("http:"===t.protocol&&(r.port="80"),"https:"===t.protocol&&(r.port="443")),r.pathname&&""!==r.pathname?r.pathname.startsWith("/")||(r.pathname="/".concat(r.pathname)):r.pathname="/",r}catch(e){return{}}}},944:(e,t,r)=>{"use strict";function n(e,t){"function"==typeof console.debug&&console.debug("New Relic Warning: https://github.com/newrelic/newrelic-browser-agent/blob/main/docs/warning-codes.md#".concat(e),t)}r.d(t,{R:()=>n})},5284:(e,t,r)=>{"use strict";r.d(t,{t:()=>c,B:()=>s});var n=r(7836),i=r(6154);const o="newrelic";const a=new Set,s={};function c(e,t){const r=n.ee.get(t);s[t]??={},e&&"object"==typeof e&&(a.has(t)||(r.emit("rumresp",[e]),s[t]=e,a.add(t),function(e={}){try{i.gm.dispatchEvent(new CustomEvent(o,{detail:e}))}catch(e){}}({loaded:!0})))}},8990:(e,t,r)=>{"use strict";r.d(t,{I:()=>i});var n=Object.prototype.hasOwnProperty;function i(e,t,r){if(n.call(e,t))return e[t];var i=r();if(Object.defineProperty&&Object.keys)try{return Object.defineProperty(e,t,{value:i,writable:!0,enumerable:!1}),i}catch(e){}return e[t]=i,i}},6389:(e,t,r)=>{"use strict";function n(e,t=500,r={}){const n=r?.leading||!1;let i;return(...r)=>{n&&void 0===i&&(e.apply(this,r),i=setTimeout((()=>{i=clearTimeout(i)}),t)),n||(clearTimeout(i),i=setTimeout((()=>{e.apply(this,r)}),t))}}function i(e){let t=!1;return(...r)=>{t||(t=!0,e.apply(this,r))}}r.d(t,{J:()=>i,s:()=>n})},3304:(e,t,r)=>{"use strict";r.d(t,{A:()=>o});var n=r(7836);const i=()=>{const e=new WeakSet;return(t,r)=>{if("object"==typeof r&&null!==r){if(e.has(r))return;e.add(r)}return r}};function o(e){try{return JSON.stringify(e,i())??""}catch(e){try{n.ee.emit("internal-error",[e])}catch(e){}return""}}},5289:(e,t,r)=>{"use strict";r.d(t,{GG:()=>o,sB:()=>a});var n=r(3878);function i(){return"undefined"==typeof document||"complete"===document.readyState}function o(e,t){if(i())return e();(0,n.sp)("load",e,t)}function a(e){if(i())return e();(0,n.DD)("DOMContentLoaded",e)}},384:(e,t,r)=>{"use strict";r.d(t,{NT:()=>o,US:()=>d,Zm:()=>a,bQ:()=>c,dV:()=>s,nY:()=>u,pV:()=>l});var n=r(6154),i=r(1863);const o={beacon:"bam.nr-data.net",errorBeacon:"bam.nr-data.net"};function a(){return n.gm.NREUM||(n.gm.NREUM={}),void 0===n.gm.newrelic&&(n.gm.newrelic=n.gm.NREUM),n.gm.NREUM}function s(){let e=a();return e.o||(e.o={ST:n.gm.setTimeout,SI:n.gm.setImmediate,CT:n.gm.clearTimeout,XHR:n.gm.XMLHttpRequest,REQ:n.gm.Request,EV:n.gm.Event,PR:n.gm.Promise,MO:n.gm.MutationObserver,FETCH:n.gm.fetch,WS:n.gm.WebSocket}),e}function c(e,t){let r=a();r.initializedAgents??={},t.initializedAt={ms:(0,i.t)(),date:new Date},r.initializedAgents[e]=t}function u(e){let t=a();return t.initializedAgents?.[e]}function d(e,t){a()[e]=t}function l(){return function(){let e=a();const t=e.info||{};e.info={beacon:o.beacon,errorBeacon:o.errorBeacon,...t}}(),function(){let e=a();const t=e.init||{};e.init={...t}}(),s(),function(){let e=a();const t=e.loader_config||{};e.loader_config={...t}}(),a()}},2843:(e,t,r)=>{"use strict";r.d(t,{u:()=>i});var n=r(3878);function i(e,t=!1,r,i){(0,n.DD)("visibilitychange",(function(){if(t)return void("hidden"===document.visibilityState&&e());e(document.visibilityState)}),r,i)}},8139:(e,t,r)=>{"use strict";r.d(t,{u:()=>f});var n=r(7836),i=r(3434),o=r(8990),a=r(6154);const s={},c=a.gm.XMLHttpRequest,u="addEventListener",d="removeEventListener",l="nr@wrapped:".concat(n.P);function f(e){var t=function(e){return(e||n.ee).get("events")}(e);if(s[t.debugId]++)return t;s[t.debugId]=1;var r=(0,i.YM)(t,!0);function f(e){r.inPlace(e,[u,d],"-",p)}function p(e,t){return e[1]}return"getPrototypeOf"in Object&&(a.RI&&h(document,f),c&&h(c.prototype,f),h(a.gm,f)),t.on(u+"-start",(function(e,t){var n=e[1];if(null!==n&&("function"==typeof n||"object"==typeof n)){var i=(0,o.I)(n,l,(function(){var e={object:function(){if("function"!=typeof n.handleEvent)return;return n.handleEvent.apply(n,arguments)},function:n}[typeof n];return e?r(e,"fn-",null,e.name||"anonymous"):n}));this.wrapped=e[1]=i}})),t.on(d+"-start",(function(e){e[1]=this.wrapped||e[1]})),t}function h(e,t,...r){let n=e;for(;"object"==typeof n&&!Object.prototype.hasOwnProperty.call(n,u);)n=Object.getPrototypeOf(n);n&&t(n,...r)}},3434:(e,t,r)=>{"use strict";r.d(t,{Jt:()=>o,YM:()=>c});var n=r(7836),i=r(5607);const o="nr@original:".concat(i.W);var a=Object.prototype.hasOwnProperty,s=!1;function c(e,t){return e||(e=n.ee),r.inPlace=function(e,t,n,i,o){n||(n="");const a="-"===n.charAt(0);for(let s=0;s<t.length;s++){const c=t[s],u=e[c];d(u)||(e[c]=r(u,a?c+n:n,i,c,o))}},r.flag=o,r;function r(t,r,n,s,c){return d(t)?t:(r||(r=""),nrWrapper[o]=t,function(e,t,r){if(Object.defineProperty&&Object.keys)try{return Object.keys(e).forEach((function(r){Object.defineProperty(t,r,{get:function(){return e[r]},set:function(t){return e[r]=t,t}})})),t}catch(e){u([e],r)}for(var n in e)a.call(e,n)&&(t[n]=e[n])}(t,nrWrapper,e),nrWrapper);function nrWrapper(){var o,a,d,l;try{a=this,o=[...arguments],d="function"==typeof n?n(o,a):n||{}}catch(t){u([t,"",[o,a,s],d],e)}i(r+"start",[o,a,s],d,c);try{return l=t.apply(a,o)}catch(e){throw i(r+"err",[o,a,e],d,c),e}finally{i(r+"end",[o,a,l],d,c)}}}function i(r,n,i,o){if(!s||t){var a=s;s=!0;try{e.emit(r,n,i,t,o)}catch(t){u([t,r,n,i],e)}s=a}}}function u(e,t){t||(t=n.ee);try{t.emit("internal-error",e)}catch(e){}}function d(e){return!(e&&"function"==typeof e&&e.apply&&!e[o])}},9300:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.ajax},3333:(e,t,r)=>{"use strict";r.d(t,{$v:()=>u,TZ:()=>n,Zp:()=>i,kd:()=>c,mq:()=>s,nf:()=>a,qN:()=>o});const n=r(860).K7.genericEvents,i=["auxclick","click","copy","keydown","paste","scrollend"],o=["focus","blur"],a=4,s=1e3,c=["PageAction","UserAction","BrowserPerformance"],u={MARKS:"experimental.marks",MEASURES:"experimental.measures",RESOURCES:"experimental.resources"}},6774:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.jserrors},993:(e,t,r)=>{"use strict";r.d(t,{ET:()=>o,TZ:()=>a,p_:()=>i});var n=r(860);const i={ERROR:"ERROR",WARN:"WARN",INFO:"INFO",DEBUG:"DEBUG",TRACE:"TRACE"},o="log",a=n.K7.logging},3785:(e,t,r)=>{"use strict";r.d(t,{R:()=>c,b:()=>u});var n=r(9908),i=r(1863),o=r(860),a=r(3969),s=r(993);function c(e,t,r={},c=s.p_.INFO){(0,n.p)(a.xV,["API/logging/".concat(c.toLowerCase(),"/called")],void 0,o.K7.metrics,e),(0,n.p)(s.ET,[(0,i.t)(),t,r,c],void 0,o.K7.logging,e)}function u(e){return"string"==typeof e&&Object.values(s.p_).some((t=>t===e.toUpperCase().trim()))}},3969:(e,t,r)=>{"use strict";r.d(t,{TZ:()=>n,XG:()=>s,rs:()=>i,xV:()=>a,z_:()=>o});const n=r(860).K7.metrics,i="sm",o="cm",a="storeSupportabilityMetrics",s="storeEventMetrics"},6630:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.pageViewEvent},782:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.pageViewTiming},6344:(e,t,r)=>{"use strict";r.d(t,{BB:()=>d,G4:()=>o,Qb:()=>l,TZ:()=>i,Ug:()=>a,_s:()=>s,bc:()=>u,yP:()=>c});var n=r(2614);const i=r(860).K7.sessionReplay,o={RECORD:"recordReplay",PAUSE:"pauseReplay",REPLAY_RUNNING:"replayRunning",ERROR_DURING_REPLAY:"errorDuringReplay"},a=.12,s={DomContentLoaded:0,Load:1,FullSnapshot:2,IncrementalSnapshot:3,Meta:4,Custom:5},c={[n.g.ERROR]:15e3,[n.g.FULL]:3e5,[n.g.OFF]:0},u={RESET:{message:"Session was reset",sm:"Reset"},IMPORT:{message:"Recorder failed to import",sm:"Import"},TOO_MANY:{message:"429: Too Many Requests",sm:"Too-Many"},TOO_BIG:{message:"Payload was too large",sm:"Too-Big"},CROSS_TAB:{message:"Session Entity was set to OFF on another tab",sm:"Cross-Tab"},ENTITLEMENTS:{message:"Session Replay is not allowed and will not be started",sm:"Entitlement"}},d=5e3,l={API:"api"}},5270:(e,t,r)=>{"use strict";r.d(t,{Aw:()=>c,CT:()=>u,SR:()=>s});var n=r(384),i=r(9417),o=r(7767),a=r(6154);function s(e){return!!(0,n.dV)().o.MO&&(0,o.V)(e)&&!0===(0,i.gD)(e,"session_trace.enabled")}function c(e){return!0===(0,i.gD)(e,"session_replay.preload")&&s(e)}function u(e,t){const r=t.correctAbsoluteTimestamp(e);return{originalTimestamp:e,correctedTimestamp:r,timestampDiff:e-r,originTime:a.WN,correctedOriginTime:t.correctedOriginTime,originTimeDiff:Math.floor(a.WN-t.correctedOriginTime)}}},3738:(e,t,r)=>{"use strict";r.d(t,{He:()=>i,Kp:()=>s,Lc:()=>u,Rz:()=>d,TZ:()=>n,bD:()=>o,d3:()=>a,jx:()=>l,uP:()=>c});const n=r(860).K7.sessionTrace,i="bstResource",o="resource",a="-start",s="-end",c="fn"+a,u="fn"+s,d="pushState",l=1e3},3962:(e,t,r)=>{"use strict";r.d(t,{AM:()=>o,O2:()=>c,Qu:()=>u,TZ:()=>s,ih:()=>d,pP:()=>a,tC:()=>i});var n=r(860);const i=["click","keydown","submit","popstate"],o="api",a="initialPageLoad",s=n.K7.softNav,c={INITIAL_PAGE_LOAD:"",ROUTE_CHANGE:1,UNSPECIFIED:2},u={INTERACTION:1,AJAX:2,CUSTOM_END:3,CUSTOM_TRACER:4},d={IP:"in progress",FIN:"finished",CAN:"cancelled"}},7378:(e,t,r)=>{"use strict";r.d(t,{$p:()=>x,BR:()=>b,Kp:()=>R,L3:()=>y,Lc:()=>c,NC:()=>o,SG:()=>d,TZ:()=>i,U6:()=>p,UT:()=>m,d3:()=>w,dT:()=>f,e5:()=>T,gx:()=>v,l9:()=>l,oW:()=>h,op:()=>g,rw:()=>u,tH:()=>A,uP:()=>s,wW:()=>E,xq:()=>a});var n=r(384);const i=r(860).K7.spa,o=["click","submit","keypress","keydown","keyup","change"],a=999,s="fn-start",c="fn-end",u="cb-start",d="api-ixn-",l="remaining",f="interaction",h="spaNode",p="jsonpNode",g="fetch-start",m="fetch-done",v="fetch-body-",b="jsonp-end",y=(0,n.dV)().o.ST,w="-start",R="-end",x="-body",E="cb"+R,T="jsTime",A="fetch"},4234:(e,t,r)=>{"use strict";r.d(t,{W:()=>o});var n=r(7836),i=r(1687);class o{constructor(e,t){this.agentIdentifier=e,this.ee=n.ee.get(e),this.featureName=t,this.blocked=!1}deregisterDrain(){(0,i.x3)(this.agentIdentifier,this.featureName)}}},7767:(e,t,r)=>{"use strict";r.d(t,{V:()=>o});var n=r(9417),i=r(6154);const o=e=>i.RI&&!0===(0,n.gD)(e,"privacy.cookies_enabled")},425:(e,t,r)=>{"use strict";r.d(t,{j:()=>j});var n=r(860),i=r(2555),o=r(3371),a=r(9908),s=r(7836),c=r(1687),u=r(5289),d=r(6154),l=r(944),f=r(3969),h=r(384),p=r(6344);const g=["setErrorHandler","finished","addToTrace","addRelease","recordCustomEvent","addPageAction","setCurrentRouteName","setPageViewName","setCustomAttribute","interaction","noticeError","setUserId","setApplicationVersion","start",p.G4.RECORD,p.G4.PAUSE,"log","wrapLogger"],m=["setErrorHandler","finished","addToTrace","addRelease"];var v=r(1863),b=r(2614),y=r(993),w=r(3785),R=r(2646),x=r(3434);const E=new Map;function T(e,t,r,n){if("object"!=typeof t||!t||"string"!=typeof r||!r||"function"!=typeof t[r])return(0,l.R)(29);const i=function(e){return(e||s.ee).get("logger")}(e),o=(0,x.YM)(i),a=new R.y(s.P);a.level=n.level,a.customAttributes=n.customAttributes;const c=t[r]?.[x.Jt]||t[r];return E.set(c,a),o.inPlace(t,[r],"wrap-logger-",(()=>E.get(c))),i}function A(){const e=(0,h.pV)();g.forEach((t=>{e[t]=(...r)=>function(t,...r){let n=[];return Object.values(e.initializedAgents).forEach((e=>{e&&e.api?e.exposed&&e.api[t]&&n.push(e.api[t](...r)):(0,l.R)(38,t)})),n.length>1?n:n[0]}(t,...r)}))}const S={};var N=r(9417),_=r(5603),O=r(5284);const I=e=>{const t=e.startsWith("http");e+="/",r.p=t?e:"https://"+e};let P=!1;function j(e,t={},g,R){let{init:x,info:E,loader_config:j,runtime:C={},exposed:k=!0}=t;C.loaderType=g;const L=(0,h.pV)();E||(x=L.init,E=L.info,j=L.loader_config),(0,N.xN)(e.agentIdentifier,x||{}),(0,_.a)(e.agentIdentifier,j||{}),E.jsAttributes??={},d.bv&&(E.jsAttributes.isWorker=!0),(0,i.x1)(e.agentIdentifier,E);const H=(0,N.D0)(e.agentIdentifier),M=[E.beacon,E.errorBeacon];P||(H.proxy.assets&&(I(H.proxy.assets),M.push(H.proxy.assets)),H.proxy.beacon&&M.push(H.proxy.beacon),A(),(0,h.US)("activatedFeatures",O.B),e.runSoftNavOverSpa&&=!0===H.soft_navigations.enabled&&H.feature_flags.includes("soft_nav")),C.denyList=[...H.ajax.deny_list||[],...H.ajax.block_internal?M:[]],C.ptid=e.agentIdentifier,(0,o.V)(e.agentIdentifier,C),e.ee=s.ee.get(e.agentIdentifier),void 0===e.api&&(e.api=function(e,t,h=!1){t||(0,c.Ak)(e,"api");const g={};var R=s.ee.get(e),x=R.get("tracer");S[e]=b.g.OFF,R.on(p.G4.REPLAY_RUNNING,(t=>{S[e]=t}));var E="api-",A=E+"ixn-";function N(t,r,n,o){const a=(0,i.Vp)(e);return null===r?delete a.jsAttributes[t]:(0,i.x1)(e,{...a,jsAttributes:{...a.jsAttributes,[t]:r}}),I(E,n,!0,o||null===r?"session":void 0)(t,r)}function _(){}g.log=function(e,{customAttributes:t={},level:r=y.p_.INFO}={}){(0,a.p)(f.xV,["API/log/called"],void 0,n.K7.metrics,R),(0,w.R)(R,e,t,r)},g.wrapLogger=(e,t,{customAttributes:r={},level:i=y.p_.INFO}={})=>{(0,a.p)(f.xV,["API/wrapLogger/called"],void 0,n.K7.metrics,R),T(R,e,t,{customAttributes:r,level:i})},m.forEach((e=>{g[e]=I(E,e,!0,"api")})),g.addPageAction=I(E,"addPageAction",!0,n.K7.genericEvents),g.recordCustomEvent=I(E,"recordCustomEvent",!0,n.K7.genericEvents),g.setPageViewName=function(t,r){if("string"==typeof t)return"/"!==t.charAt(0)&&(t="/"+t),(0,o.f)(e).customTransaction=(r||"http://custom.transaction")+t,I(E,"setPageViewName",!0)()},g.setCustomAttribute=function(e,t,r=!1){if("string"==typeof e){if(["string","number","boolean"].includes(typeof t)||null===t)return N(e,t,"setCustomAttribute",r);(0,l.R)(40,typeof t)}else(0,l.R)(39,typeof e)},g.setUserId=function(e){if("string"==typeof e||null===e)return N("enduser.id",e,"setUserId",!0);(0,l.R)(41,typeof e)},g.setApplicationVersion=function(e){if("string"==typeof e||null===e)return N("application.version",e,"setApplicationVersion",!1);(0,l.R)(42,typeof e)},g.start=()=>{try{(0,a.p)(f.xV,["API/start/called"],void 0,n.K7.metrics,R),R.emit("manual-start-all")}catch(e){(0,l.R)(23,e)}},g[p.G4.RECORD]=function(){(0,a.p)(f.xV,["API/recordReplay/called"],void 0,n.K7.metrics,R),(0,a.p)(p.G4.RECORD,[],void 0,n.K7.sessionReplay,R)},g[p.G4.PAUSE]=function(){(0,a.p)(f.xV,["API/pauseReplay/called"],void 0,n.K7.metrics,R),(0,a.p)(p.G4.PAUSE,[],void 0,n.K7.sessionReplay,R)},g.interaction=function(e){return(new _).get("object"==typeof e?e:{})};const O=_.prototype={createTracer:function(e,t){var r={},i=this,o="function"==typeof t;return(0,a.p)(f.xV,["API/createTracer/called"],void 0,n.K7.metrics,R),h||(0,a.p)(A+"tracer",[(0,v.t)(),e,r],i,n.K7.spa,R),function(){if(x.emit((o?"":"no-")+"fn-start",[(0,v.t)(),i,o],r),o)try{return t.apply(this,arguments)}catch(e){const t="string"==typeof e?new Error(e):e;throw x.emit("fn-err",[arguments,this,t],r),t}finally{x.emit("fn-end",[(0,v.t)()],r)}}}};function I(e,t,r,i){return function(){return(0,a.p)(f.xV,["API/"+t+"/called"],void 0,n.K7.metrics,R),i&&(0,a.p)(e+t,[r?(0,v.t)():performance.now(),...arguments],r?null:this,i,R),r?void 0:this}}function P(){r.e(478).then(r.bind(r,8778)).then((({setAPI:t})=>{t(e),(0,c.Ze)(e,"api")})).catch((e=>{(0,l.R)(27,e),R.abort()}))}return["actionText","setName","setAttribute","save","ignore","onEnd","getContext","end","get"].forEach((e=>{O[e]=I(A,e,void 0,h?n.K7.softNav:n.K7.spa)})),g.setCurrentRouteName=h?I(A,"routeName",void 0,n.K7.softNav):I(E,"routeName",!0,n.K7.spa),g.noticeError=function(t,r){"string"==typeof t&&(t=new Error(t)),(0,a.p)(f.xV,["API/noticeError/called"],void 0,n.K7.metrics,R),(0,a.p)("err",[t,(0,v.t)(),!1,r,!!S[e]],void 0,n.K7.jserrors,R)},d.RI?(0,u.GG)((()=>P()),!0):P(),g}(e.agentIdentifier,R,e.runSoftNavOverSpa)),void 0===e.exposed&&(e.exposed=k),P=!0}},8374:(e,t,r)=>{r.nc=(()=>{try{return document?.currentScript?.nonce}catch(e){}return""})()},860:(e,t,r)=>{"use strict";r.d(t,{$J:()=>u,K7:()=>s,P3:()=>c,XX:()=>i,qY:()=>n,v4:()=>a});const n="events",i="jserrors",o="browser/blobs",a="rum",s={ajax:"ajax",genericEvents:"generic_events",jserrors:i,logging:"logging",metrics:"metrics",pageAction:"page_action",pageViewEvent:"page_view_event",pageViewTiming:"page_view_timing",sessionReplay:"session_replay",sessionTrace:"session_trace",softNav:"soft_navigations",spa:"spa"},c={[s.pageViewEvent]:1,[s.pageViewTiming]:2,[s.metrics]:3,[s.jserrors]:4,[s.spa]:5,[s.ajax]:6,[s.sessionTrace]:7,[s.softNav]:8,[s.sessionReplay]:9,[s.logging]:10,[s.genericEvents]:11},u={[s.pageViewEvent]:a,[s.pageViewTiming]:n,[s.ajax]:n,[s.spa]:n,[s.softNav]:n,[s.metrics]:i,[s.jserrors]:i,[s.sessionTrace]:o,[s.sessionReplay]:o,[s.logging]:"browser/logs",[s.genericEvents]:"ins"}}},n={};function i(e){var t=n[e];if(void 0!==t)return t.exports;var o=n[e]={exports:{}};return r[e](o,o.exports,i),o.exports}i.m=r,i.d=(e,t)=>{for(var r in t)i.o(t,r)&&!i.o(e,r)&&Object.defineProperty(e,r,{enumerable:!0,get:t[r]})},i.f={},i.e=e=>Promise.all(Object.keys(i.f).reduce(((t,r)=>(i.f[r](e,t),t)),[])),i.u=e=>({212:"nr-spa-compressor",249:"nr-spa-recorder",478:"nr-spa"}[e]+"-1.281.0.min.js"),i.o=(e,t)=>Object.prototype.hasOwnProperty.call(e,t),e={},t="NRBA-1.281.0.PROD:",i.l=(r,n,o,a)=>{if(e[r])e[r].push(n);else{var s,c;if(void 0!==o)for(var u=document.getElementsByTagName("script"),d=0;d<u.length;d++){var l=u[d];if(l.getAttribute("src")==r||l.getAttribute("data-webpack")==t+o){s=l;break}}if(!s){c=!0;var f={478:"sha512-jmvAlmjCn64ans8tLueqHRlBI/iWekylsDWb94A77CG0ukSriVDvgD3dThx+XjUSBBBMYhFn8B1a18fViyBPEQ==",249:"sha512-ICY/ZrcytM/86t5KFy+9OAWVYmNNJy10EBtxoSUGjQWuZx53p/eLo+L8HfrGjvHuRHRnutqLTGSnvNttffJkaA==",212:"sha512-pQSn+X/RfBOvx/49HvlghaiXMLhhDQXTi13n1N2XMpDquWJgs9U0pbqE3RbAnYC9nsdaTu/RVGvneEPv1fpCxA=="};(s=document.createElement("script")).charset="utf-8",s.timeout=120,i.nc&&s.setAttribute("nonce",i.nc),s.setAttribute("data-webpack",t+o),s.src=r,0!==s.src.indexOf(window.location.origin+"/")&&(s.crossOrigin="anonymous"),f[a]&&(s.integrity=f[a])}e[r]=[n];var h=(t,n)=>{s.onerror=s.onload=null,clearTimeout(p);var i=e[r];if(delete e[r],s.parentNode&&s.parentNode.removeChild(s),i&&i.forEach((e=>e(n))),t)return t(n)},p=setTimeout(h.bind(null,void 0,{type:"timeout",target:s}),12e4);s.onerror=h.bind(null,s.onerror),s.onload=h.bind(null,s.onload),c&&document.head.appendChild(s)}},i.r=e=>{"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},i.p="https://js-agent.newrelic.com/",(()=>{var e={38:0,788:0};i.f.j=(t,r)=>{var n=i.o(e,t)?e[t]:void 0;if(0!==n)if(n)r.push(n[2]);else{var o=new Promise(((r,i)=>n=e[t]=[r,i]));r.push(n[2]=o);var a=i.p+i.u(t),s=new Error;i.l(a,(r=>{if(i.o(e,t)&&(0!==(n=e[t])&&(e[t]=void 0),n)){var o=r&&("load"===r.type?"missing":r.type),a=r&&r.target&&r.target.src;s.message="Loading chunk "+t+" failed.\n("+o+": "+a+")",s.name="ChunkLoadError",s.type=o,s.request=a,n[1](s)}}),"chunk-"+t,t)}};var t=(t,r)=>{var n,o,[a,s,c]=r,u=0;if(a.some((t=>0!==e[t]))){for(n in s)i.o(s,n)&&(i.m[n]=s[n]);if(c)c(i)}for(t&&t(r);u<a.length;u++)o=a[u],i.o(e,o)&&e[o]&&e[o][0](),e[o]=0},r=self["webpackChunk:NRBA-1.281.0.PROD"]=self["webpackChunk:NRBA-1.281.0.PROD"]||[];r.forEach(t.bind(null,0)),r.push=t.bind(null,r.push.bind(r))})(),(()=>{"use strict";i(8374);var e=i(944),t=i(6344),r=i(9566);class n{agentIdentifier;constructor(){this.agentIdentifier=(0,r.LA)(16)}#e(t,...r){if("function"==typeof this.api?.[t])return this.api[t](...r);(0,e.R)(35,t)}addPageAction(e,t){return this.#e("addPageAction",e,t)}recordCustomEvent(e,t){return this.#e("recordCustomEvent",e,t)}setPageViewName(e,t){return this.#e("setPageViewName",e,t)}setCustomAttribute(e,t,r){return this.#e("setCustomAttribute",e,t,r)}noticeError(e,t){return this.#e("noticeError",e,t)}setUserId(e){return this.#e("setUserId",e)}setApplicationVersion(e){return this.#e("setApplicationVersion",e)}setErrorHandler(e){return this.#e("setErrorHandler",e)}addRelease(e,t){return this.#e("addRelease",e,t)}log(e,t){return this.#e("log",e,t)}}class o extends n{#e(t,...r){if("function"==typeof this.api?.[t])return this.api[t](...r);(0,e.R)(35,t)}start(){return this.#e("start")}finished(e){return this.#e("finished",e)}recordReplay(){return this.#e(t.G4.RECORD)}pauseReplay(){return this.#e(t.G4.PAUSE)}addToTrace(e){return this.#e("addToTrace",e)}setCurrentRouteName(e){return this.#e("setCurrentRouteName",e)}interaction(){return this.#e("interaction")}wrapLogger(e,t,r){return this.#e("wrapLogger",e,t,r)}}var a=i(860),s=i(9417);const c=Object.values(a.K7);function u(e){const t={};return c.forEach((r=>{t[r]=function(e,t){return!0===(0,s.gD)(t,"".concat(e,".enabled"))}(r,e)})),t}var d=i(425);var l=i(1687),f=i(4234),h=i(5289),p=i(6154),g=i(5270),m=i(7767),v=i(6389);class b extends f.W{constructor(e,t,r=!0){super(e.agentIdentifier,t),this.auto=r,this.abortHandler=void 0,this.featAggregate=void 0,this.onAggregateImported=void 0,!1===e.init[this.featureName].autoStart&&(this.auto=!1),this.auto?(0,l.Ak)(e.agentIdentifier,t):this.ee.on("manual-start-all",(0,v.J)((()=>{(0,l.Ak)(e.agentIdentifier,this.featureName),this.auto=!0,this.importAggregator(e)})))}importAggregator(t,r={}){if(this.featAggregate||!this.auto)return;let n;this.onAggregateImported=new Promise((e=>{n=e}));const o=async()=>{let o;try{if((0,m.V)(this.agentIdentifier)){const{setupAgentSession:e}=await i.e(478).then(i.bind(i,6526));o=e(t)}}catch(t){(0,e.R)(20,t),this.ee.emit("internal-error",[t]),this.featureName===a.K7.sessionReplay&&this.abortHandler?.()}try{if(!this.#t(this.featureName,o))return(0,l.Ze)(this.agentIdentifier,this.featureName),void n(!1);const{lazyFeatureLoader:e}=await i.e(478).then(i.bind(i,6103)),{Aggregate:a}=await e(this.featureName,"aggregate");this.featAggregate=new a(t,r),t.runtime.harvester.initializedAggregates.push(this.featAggregate),n(!0)}catch(t){(0,e.R)(34,t),this.abortHandler?.(),(0,l.Ze)(this.agentIdentifier,this.featureName,!0),n(!1),this.ee&&this.ee.abort()}};p.RI?(0,h.GG)((()=>o()),!0):o()}#t(e,t){switch(e){case a.K7.sessionReplay:return(0,g.SR)(this.agentIdentifier)&&!!t;case a.K7.sessionTrace:return!!t;default:return!0}}}var y=i(6630);class w extends b{static featureName=y.T;constructor(e,t=!0){super(e,y.T,t),this.importAggregator(e)}}var R=i(384);var x=i(9908),E=i(2843),T=i(3878),A=i(782),S=i(1863);class N extends b{static featureName=A.T;constructor(e,t=!0){super(e,A.T,t),p.RI&&((0,E.u)((()=>(0,x.p)("docHidden",[(0,S.t)()],void 0,A.T,this.ee)),!0),(0,T.sp)("pagehide",(()=>(0,x.p)("winPagehide",[(0,S.t)()],void 0,A.T,this.ee))),this.importAggregator(e))}}var _=i(3969);class O extends b{static featureName=_.TZ;constructor(e,t=!0){super(e,_.TZ,t),this.importAggregator(e)}}var I=i(6774),P=i(3304);class j{constructor(e,t,r,n,i){this.name="UncaughtError",this.message="string"==typeof e?e:(0,P.A)(e),this.sourceURL=t,this.line=r,this.column=n,this.__newrelic=i}}function C(e){return H(e)?e:new j(void 0!==e?.message?e.message:e,e?.filename||e?.sourceURL,e?.lineno||e?.line,e?.colno||e?.col,e?.__newrelic)}function k(e){const t="Unhandled Promise Rejection";if(!e?.reason)return;if(H(e.reason))try{return e.reason.message=t+": "+e.reason.message,C(e.reason)}catch(t){return C(e.reason)}const r=C(e.reason);return r.message=t+": "+r?.message,r}function L(e){if(e.error instanceof SyntaxError&&!/:\d+$/.test(e.error.stack?.trim())){const t=new j(e.message,e.filename,e.lineno,e.colno,e.error.__newrelic);return t.name=SyntaxError.name,t}return H(e.error)?e.error:C(e)}function H(e){return e instanceof Error&&!!e.stack}class M extends b{static featureName=I.T;#r=!1;constructor(e,r=!0){super(e,I.T,r);try{this.removeOnAbort=new AbortController}catch(e){}this.ee.on("internal-error",((e,t)=>{this.abortHandler&&(0,x.p)("ierr",[C(e),(0,S.t)(),!0,{},this.#r,t],void 0,this.featureName,this.ee)})),this.ee.on(t.G4.REPLAY_RUNNING,(e=>{this.#r=e})),p.gm.addEventListener("unhandledrejection",(e=>{this.abortHandler&&(0,x.p)("err",[k(e),(0,S.t)(),!1,{unhandledPromiseRejection:1},this.#r],void 0,this.featureName,this.ee)}),(0,T.jT)(!1,this.removeOnAbort?.signal)),p.gm.addEventListener("error",(e=>{this.abortHandler&&(0,x.p)("err",[L(e),(0,S.t)(),!1,{},this.#r],void 0,this.featureName,this.ee)}),(0,T.jT)(!1,this.removeOnAbort?.signal)),this.abortHandler=this.#n,this.importAggregator(e)}#n(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}var D=i(8990);let K=1;const U="nr@id";function V(e){const t=typeof e;return!e||"object"!==t&&"function"!==t?-1:e===p.gm?0:(0,D.I)(e,U,(function(){return K++}))}function G(e){if("string"==typeof e&&e.length)return e.length;if("object"==typeof e){if("undefined"!=typeof ArrayBuffer&&e instanceof ArrayBuffer&&e.byteLength)return e.byteLength;if("undefined"!=typeof Blob&&e instanceof Blob&&e.size)return e.size;if(!("undefined"!=typeof FormData&&e instanceof FormData))try{return(0,P.A)(e).length}catch(e){return}}}var F=i(8139),B=i(7836),W=i(3434);const z={},q=["open","send"];function Z(t){var r=t||B.ee;const n=function(e){return(e||B.ee).get("xhr")}(r);if(void 0===p.gm.XMLHttpRequest)return n;if(z[n.debugId]++)return n;z[n.debugId]=1,(0,F.u)(r);var i=(0,W.YM)(n),o=p.gm.XMLHttpRequest,a=p.gm.MutationObserver,s=p.gm.Promise,c=p.gm.setInterval,u="readystatechange",d=["onload","onerror","onabort","onloadstart","onloadend","onprogress","ontimeout"],l=[],f=p.gm.XMLHttpRequest=function(t){const r=new o(t),a=n.context(r);try{n.emit("new-xhr",[r],a),r.addEventListener(u,(s=a,function(){var e=this;e.readyState>3&&!s.resolved&&(s.resolved=!0,n.emit("xhr-resolved",[],e)),i.inPlace(e,d,"fn-",y)}),(0,T.jT)(!1))}catch(t){(0,e.R)(15,t);try{n.emit("internal-error",[t])}catch(e){}}var s;return r};function h(e,t){i.inPlace(t,["onreadystatechange"],"fn-",y)}if(function(e,t){for(var r in e)t[r]=e[r]}(o,f),f.prototype=o.prototype,i.inPlace(f.prototype,q,"-xhr-",y),n.on("send-xhr-start",(function(e,t){h(e,t),function(e){l.push(e),a&&(g?g.then(b):c?c(b):(m=-m,v.data=m))}(t)})),n.on("open-xhr-start",h),a){var g=s&&s.resolve();if(!c&&!s){var m=1,v=document.createTextNode(m);new a(b).observe(v,{characterData:!0})}}else r.on("fn-end",(function(e){e[0]&&e[0].type===u||b()}));function b(){for(var e=0;e<l.length;e++)h(0,l[e]);l.length&&(l=[])}function y(e,t){return t}return n}var Y="fetch-",X=Y+"body-",J=["arrayBuffer","blob","json","text","formData"],Q=p.gm.Request,ee=p.gm.Response,te="prototype";const re={};function ne(e){const t=function(e){return(e||B.ee).get("fetch")}(e);if(!(Q&&ee&&p.gm.fetch))return t;if(re[t.debugId]++)return t;function r(e,r,n){var i=e[r];"function"==typeof i&&(e[r]=function(){var e,r=[...arguments],o={};t.emit(n+"before-start",[r],o),o[B.P]&&o[B.P].dt&&(e=o[B.P].dt);var a=i.apply(this,r);return t.emit(n+"start",[r,e],a),a.then((function(e){return t.emit(n+"end",[null,e],a),e}),(function(e){throw t.emit(n+"end",[e],a),e}))})}return re[t.debugId]=1,J.forEach((e=>{r(Q[te],e,X),r(ee[te],e,X)})),r(p.gm,"fetch",Y),t.on(Y+"end",(function(e,r){var n=this;if(r){var i=r.headers.get("content-length");null!==i&&(n.rxSize=i),t.emit(Y+"done",[null,r],n)}else t.emit(Y+"done",[e],n)})),t}var ie=i(7485),oe=i(5603);class ae{constructor(e){this.agentIdentifier=e}generateTracePayload(e){if(!this.shouldGenerateTrace(e))return null;var t=(0,oe.o)(this.agentIdentifier);if(!t)return null;var n=(t.accountID||"").toString()||null,i=(t.agentID||"").toString()||null,o=(t.trustKey||"").toString()||null;if(!n||!i)return null;var a=(0,r.ZF)(),s=(0,r.el)(),c=Date.now(),u={spanId:a,traceId:s,timestamp:c};return(e.sameOrigin||this.isAllowedOrigin(e)&&this.useTraceContextHeadersForCors())&&(u.traceContextParentHeader=this.generateTraceContextParentHeader(a,s),u.traceContextStateHeader=this.generateTraceContextStateHeader(a,c,n,i,o)),(e.sameOrigin&&!this.excludeNewrelicHeader()||!e.sameOrigin&&this.isAllowedOrigin(e)&&this.useNewrelicHeaderForCors())&&(u.newrelicHeader=this.generateTraceHeader(a,s,c,n,i,o)),u}generateTraceContextParentHeader(e,t){return"00-"+t+"-"+e+"-01"}generateTraceContextStateHeader(e,t,r,n,i){return i+"@nr=0-1-"+r+"-"+n+"-"+e+"----"+t}generateTraceHeader(e,t,r,n,i,o){if(!("function"==typeof p.gm?.btoa))return null;var a={v:[0,1],d:{ty:"Browser",ac:n,ap:i,id:e,tr:t,ti:r}};return o&&n!==o&&(a.d.tk=o),btoa((0,P.A)(a))}shouldGenerateTrace(e){return this.isDtEnabled()&&this.isAllowedOrigin(e)}isAllowedOrigin(e){var t=!1,r={};if((0,s.gD)(this.agentIdentifier,"distributed_tracing")&&(r=(0,s.D0)(this.agentIdentifier).distributed_tracing),e.sameOrigin)t=!0;else if(r.allowed_origins instanceof Array)for(var n=0;n<r.allowed_origins.length;n++){var i=(0,ie.D)(r.allowed_origins[n]);if(e.hostname===i.hostname&&e.protocol===i.protocol&&e.port===i.port){t=!0;break}}return t}isDtEnabled(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!!e.enabled}excludeNewrelicHeader(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!!e.exclude_newrelic_header}useNewrelicHeaderForCors(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!1!==e.cors_use_newrelic_header}useTraceContextHeadersForCors(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!!e.cors_use_tracecontext_headers}}var se=i(9300),ce=i(7295),ue=["load","error","abort","timeout"],de=ue.length,le=(0,R.dV)().o.REQ,fe=(0,R.dV)().o.XHR;class he extends b{static featureName=se.T;constructor(e,t=!0){super(e,se.T,t),this.dt=new ae(e.agentIdentifier),this.handler=(e,t,r,n)=>(0,x.p)(e,t,r,n,this.ee);try{const e={xmlhttprequest:"xhr",fetch:"fetch",beacon:"beacon"};p.gm?.performance?.getEntriesByType("resource").forEach((t=>{if(t.initiatorType in e&&0!==t.responseStatus){const r={status:t.responseStatus},n={rxSize:t.transferSize,duration:Math.floor(t.duration),cbTime:0};pe(r,t.name),this.handler("xhr",[r,n,t.startTime,t.responseEnd,e[t.initiatorType]],void 0,a.K7.ajax)}}))}catch(e){}ne(this.ee),Z(this.ee),function(e,t,r,n){function i(e){var t=this;t.totalCbs=0,t.called=0,t.cbTime=0,t.end=R,t.ended=!1,t.xhrGuids={},t.lastSize=null,t.loadCaptureCalled=!1,t.params=this.params||{},t.metrics=this.metrics||{},e.addEventListener("load",(function(r){E(t,e)}),(0,T.jT)(!1)),p.lR||e.addEventListener("progress",(function(e){t.lastSize=e.loaded}),(0,T.jT)(!1))}function o(e){this.params={method:e[0]},pe(this,e[1]),this.metrics={}}function s(t,r){e.loader_config.xpid&&this.sameOrigin&&r.setRequestHeader("X-NewRelic-ID",e.loader_config.xpid);var i=n.generateTracePayload(this.parsedOrigin);if(i){var o=!1;i.newrelicHeader&&(r.setRequestHeader("newrelic",i.newrelicHeader),o=!0),i.traceContextParentHeader&&(r.setRequestHeader("traceparent",i.traceContextParentHeader),i.traceContextStateHeader&&r.setRequestHeader("tracestate",i.traceContextStateHeader),o=!0),o&&(this.dt=i)}}function c(e,r){var n=this.metrics,i=e[0],o=this;if(n&&i){var a=G(i);a&&(n.txSize=a)}this.startTime=(0,S.t)(),this.body=i,this.listener=function(e){try{"abort"!==e.type||o.loadCaptureCalled||(o.params.aborted=!0),("load"!==e.type||o.called===o.totalCbs&&(o.onloadCalled||"function"!=typeof r.onload)&&"function"==typeof o.end)&&o.end(r)}catch(e){try{t.emit("internal-error",[e])}catch(e){}}};for(var s=0;s<de;s++)r.addEventListener(ue[s],this.listener,(0,T.jT)(!1))}function u(e,t,r){this.cbTime+=e,t?this.onloadCalled=!0:this.called+=1,this.called!==this.totalCbs||!this.onloadCalled&&"function"==typeof r.onload||"function"!=typeof this.end||this.end(r)}function d(e,t){var r=""+V(e)+!!t;this.xhrGuids&&!this.xhrGuids[r]&&(this.xhrGuids[r]=!0,this.totalCbs+=1)}function l(e,t){var r=""+V(e)+!!t;this.xhrGuids&&this.xhrGuids[r]&&(delete this.xhrGuids[r],this.totalCbs-=1)}function f(){this.endTime=(0,S.t)()}function h(e,r){r instanceof fe&&"load"===e[0]&&t.emit("xhr-load-added",[e[1],e[2]],r)}function g(e,r){r instanceof fe&&"load"===e[0]&&t.emit("xhr-load-removed",[e[1],e[2]],r)}function m(e,t,r){t instanceof fe&&("onload"===r&&(this.onload=!0),("load"===(e[0]&&e[0].type)||this.onload)&&(this.xhrCbStart=(0,S.t)()))}function v(e,r){this.xhrCbStart&&t.emit("xhr-cb-time",[(0,S.t)()-this.xhrCbStart,this.onload,r],r)}function b(e){var t,r=e[1]||{};if("string"==typeof e[0]?0===(t=e[0]).length&&p.RI&&(t=""+p.gm.location.href):e[0]&&e[0].url?t=e[0].url:p.gm?.URL&&e[0]&&e[0]instanceof URL?t=e[0].href:"function"==typeof e[0].toString&&(t=e[0].toString()),"string"==typeof t&&0!==t.length){t&&(this.parsedOrigin=(0,ie.D)(t),this.sameOrigin=this.parsedOrigin.sameOrigin);var i=n.generateTracePayload(this.parsedOrigin);if(i&&(i.newrelicHeader||i.traceContextParentHeader))if(e[0]&&e[0].headers)s(e[0].headers,i)&&(this.dt=i);else{var o={};for(var a in r)o[a]=r[a];o.headers=new Headers(r.headers||{}),s(o.headers,i)&&(this.dt=i),e.length>1?e[1]=o:e.push(o)}}function s(e,t){var r=!1;return t.newrelicHeader&&(e.set("newrelic",t.newrelicHeader),r=!0),t.traceContextParentHeader&&(e.set("traceparent",t.traceContextParentHeader),t.traceContextStateHeader&&e.set("tracestate",t.traceContextStateHeader),r=!0),r}}function y(e,t){this.params={},this.metrics={},this.startTime=(0,S.t)(),this.dt=t,e.length>=1&&(this.target=e[0]),e.length>=2&&(this.opts=e[1]);var r,n=this.opts||{},i=this.target;"string"==typeof i?r=i:"object"==typeof i&&i instanceof le?r=i.url:p.gm?.URL&&"object"==typeof i&&i instanceof URL&&(r=i.href),pe(this,r);var o=(""+(i&&i instanceof le&&i.method||n.method||"GET")).toUpperCase();this.params.method=o,this.body=n.body,this.txSize=G(n.body)||0}function w(e,t){if(this.endTime=(0,S.t)(),this.params||(this.params={}),(0,ce.iW)(this.params))return;let n;this.params.status=t?t.status:0,"string"==typeof this.rxSize&&this.rxSize.length>0&&(n=+this.rxSize);const i={txSize:this.txSize,rxSize:n,duration:(0,S.t)()-this.startTime};r("xhr",[this.params,i,this.startTime,this.endTime,"fetch"],this,a.K7.ajax)}function R(e){const t=this.params,n=this.metrics;if(!this.ended){this.ended=!0;for(let t=0;t<de;t++)e.removeEventListener(ue[t],this.listener,!1);t.aborted||(0,ce.iW)(t)||(n.duration=(0,S.t)()-this.startTime,this.loadCaptureCalled||4!==e.readyState?null==t.status&&(t.status=0):E(this,e),n.cbTime=this.cbTime,r("xhr",[t,n,this.startTime,this.endTime,"xhr"],this,a.K7.ajax))}}function E(e,r){e.params.status=r.status;var n=function(e,t){var r=e.responseType;return"json"===r&&null!==t?t:"arraybuffer"===r||"blob"===r||"json"===r?G(e.response):"text"===r||""===r||void 0===r?G(e.responseText):void 0}(r,e.lastSize);if(n&&(e.metrics.rxSize=n),e.sameOrigin){var i=r.getResponseHeader("X-NewRelic-App-Data");i&&((0,x.p)(_.rs,["Ajax/CrossApplicationTracing/Header/Seen"],void 0,a.K7.metrics,t),e.params.cat=i.split(", ").pop())}e.loadCaptureCalled=!0}t.on("new-xhr",i),t.on("open-xhr-start",o),t.on("open-xhr-end",s),t.on("send-xhr-start",c),t.on("xhr-cb-time",u),t.on("xhr-load-added",d),t.on("xhr-load-removed",l),t.on("xhr-resolved",f),t.on("addEventListener-end",h),t.on("removeEventListener-end",g),t.on("fn-end",v),t.on("fetch-before-start",b),t.on("fetch-start",y),t.on("fn-start",m),t.on("fetch-done",w)}(e,this.ee,this.handler,this.dt),this.importAggregator(e)}}function pe(e,t){var r=(0,ie.D)(t),n=e.params||e;n.hostname=r.hostname,n.port=r.port,n.protocol=r.protocol,n.host=r.hostname+":"+r.port,n.pathname=r.pathname,e.parsedOrigin=r,e.sameOrigin=r.sameOrigin}const ge={},me=["pushState","replaceState"];function ve(e){const t=function(e){return(e||B.ee).get("history")}(e);return!p.RI||ge[t.debugId]++||(ge[t.debugId]=1,(0,W.YM)(t).inPlace(window.history,me,"-")),t}var be=i(3738);const{He:ye,bD:we,d3:Re,Kp:xe,TZ:Ee,Lc:Te,uP:Ae,Rz:Se}=be;class Ne extends b{static featureName=Ee;constructor(e,t=!0){super(e,Ee,t);if(!(0,m.V)(this.agentIdentifier))return void this.deregisterDrain();const r=this.ee;let n;ve(r),this.eventsEE=(0,F.u)(r),this.eventsEE.on(Ae,(function(e,t){this.bstStart=(0,S.t)()})),this.eventsEE.on(Te,(function(e,t){(0,x.p)("bst",[e[0],t,this.bstStart,(0,S.t)()],void 0,a.K7.sessionTrace,r)})),r.on(Se+Re,(function(e){this.time=(0,S.t)(),this.startPath=location.pathname+location.hash})),r.on(Se+xe,(function(e){(0,x.p)("bstHist",[location.pathname+location.hash,this.startPath,this.time],void 0,a.K7.sessionTrace,r)}));try{n=new PerformanceObserver((e=>{const t=e.getEntries();(0,x.p)(ye,[t],void 0,a.K7.sessionTrace,r)})),n.observe({type:we,buffered:!0})}catch(e){}this.importAggregator(e,{resourceObserver:n})}}var _e=i(2614);class Oe extends b{static featureName=t.TZ;#i;#o;constructor(e,r=!0){let n;super(e,t.TZ,r),this.replayRunning=!1,this.#o=e;try{n=JSON.parse(localStorage.getItem("".concat(_e.H3,"_").concat(_e.uh)))}catch(e){}(0,g.SR)(e.agentIdentifier)&&this.ee.on(t.G4.RECORD,(()=>this.#a())),this.#s(n)?(this.#i=n?.sessionReplayMode,this.#c()):this.importAggregator(e),this.ee.on("err",(e=>{this.replayRunning&&(this.errorNoticed=!0,(0,x.p)(t.G4.ERROR_DURING_REPLAY,[e],void 0,this.featureName,this.ee))})),this.ee.on(t.G4.REPLAY_RUNNING,(e=>{this.replayRunning=e}))}#s(e){return e&&(e.sessionReplayMode===_e.g.FULL||e.sessionReplayMode===_e.g.ERROR)||(0,g.Aw)(this.agentIdentifier)}#u=!1;async#c(e){if(!this.#u){this.#u=!0;try{const{Recorder:t}=await Promise.all([i.e(478),i.e(249)]).then(i.bind(i,8589));this.recorder??=new t({mode:this.#i,agentIdentifier:this.agentIdentifier,trigger:e,ee:this.ee,agentRef:this.#o}),this.recorder.startRecording(),this.abortHandler=this.recorder.stopRecording}catch(e){}this.importAggregator(this.#o,{recorder:this.recorder,errorNoticed:this.errorNoticed})}}#a(){this.featAggregate?this.featAggregate.mode!==_e.g.FULL&&this.featAggregate.initializeRecording(_e.g.FULL,!0):(this.#i=_e.g.FULL,this.#c(t.Qb.API),this.recorder&&this.recorder.parent.mode!==_e.g.FULL&&(this.recorder.parent.mode=_e.g.FULL,this.recorder.stopRecording(),this.recorder.startRecording(),this.abortHandler=this.recorder.stopRecording))}}var Ie=i(3962);class Pe extends b{static featureName=Ie.TZ;constructor(e,t=!0){if(super(e,Ie.TZ,t),!p.RI||!(0,R.dV)().o.MO)return;const r=ve(this.ee);Ie.tC.forEach((e=>{(0,T.sp)(e,(e=>{a(e)}),!0)}));const n=()=>(0,x.p)("newURL",[(0,S.t)(),""+window.location],void 0,this.featureName,this.ee);r.on("pushState-end",n),r.on("replaceState-end",n);try{this.removeOnAbort=new AbortController}catch(e){}(0,T.sp)("popstate",(e=>(0,x.p)("newURL",[e.timeStamp,""+window.location],void 0,this.featureName,this.ee)),!0,this.removeOnAbort?.signal);let i=!1;const o=new((0,R.dV)().o.MO)(((e,t)=>{i||(i=!0,requestAnimationFrame((()=>{(0,x.p)("newDom",[(0,S.t)()],void 0,this.featureName,this.ee),i=!1})))})),a=(0,v.s)((e=>{(0,x.p)("newUIEvent",[e],void 0,this.featureName,this.ee),o.observe(document.body,{attributes:!0,childList:!0,subtree:!0,characterData:!0})}),100,{leading:!0});this.abortHandler=function(){this.removeOnAbort?.abort(),o.disconnect(),this.abortHandler=void 0},this.importAggregator(e,{domObserver:o})}}var je=i(7378);const Ce={},ke=["appendChild","insertBefore","replaceChild"];function Le(e){const t=function(e){return(e||B.ee).get("jsonp")}(e);if(!p.RI||Ce[t.debugId])return t;Ce[t.debugId]=!0;var r=(0,W.YM)(t),n=/[?&](?:callback|cb)=([^&#]+)/,i=/(.*)\.([^.]+)/,o=/^(\w+)(\.|$)(.*)$/;function a(e,t){if(!e)return t;const r=e.match(o),n=r[1];return a(r[3],t[n])}return r.inPlace(Node.prototype,ke,"dom-"),t.on("dom-start",(function(e){!function(e){if(!e||"string"!=typeof e.nodeName||"script"!==e.nodeName.toLowerCase())return;if("function"!=typeof e.addEventListener)return;var o=(s=e.src,c=s.match(n),c?c[1]:null);var s,c;if(!o)return;var u=function(e){var t=e.match(i);if(t&&t.length>=3)return{key:t[2],parent:a(t[1],window)};return{key:e,parent:window}}(o);if("function"!=typeof u.parent[u.key])return;var d={};function l(){t.emit("jsonp-end",[],d),e.removeEventListener("load",l,(0,T.jT)(!1)),e.removeEventListener("error",f,(0,T.jT)(!1))}function f(){t.emit("jsonp-error",[],d),t.emit("jsonp-end",[],d),e.removeEventListener("load",l,(0,T.jT)(!1)),e.removeEventListener("error",f,(0,T.jT)(!1))}r.inPlace(u.parent,[u.key],"cb-",d),e.addEventListener("load",l,(0,T.jT)(!1)),e.addEventListener("error",f,(0,T.jT)(!1)),t.emit("new-jsonp",[e.src],d)}(e[0])})),t}const He={};function Me(e){const t=function(e){return(e||B.ee).get("promise")}(e);if(He[t.debugId])return t;He[t.debugId]=!0;var r=t.context,n=(0,W.YM)(t),i=p.gm.Promise;return i&&function(){function e(r){var o=t.context(),a=n(r,"executor-",o,null,!1);const s=Reflect.construct(i,[a],e);return t.context(s).getCtx=function(){return o},s}p.gm.Promise=e,Object.defineProperty(e,"name",{value:"Promise"}),e.toString=function(){return i.toString()},Object.setPrototypeOf(e,i),["all","race"].forEach((function(r){const n=i[r];e[r]=function(e){let i=!1;[...e||[]].forEach((e=>{this.resolve(e).then(a("all"===r),a(!1))}));const o=n.apply(this,arguments);return o;function a(e){return function(){t.emit("propagate",[null,!i],o,!1,!1),i=i||!e}}}})),["resolve","reject"].forEach((function(r){const n=i[r];e[r]=function(e){const r=n.apply(this,arguments);return e!==r&&t.emit("propagate",[e,!0],r,!1,!1),r}})),e.prototype=i.prototype;const o=i.prototype.then;i.prototype.then=function(...e){var i=this,a=r(i);a.promise=i,e[0]=n(e[0],"cb-",a,null,!1),e[1]=n(e[1],"cb-",a,null,!1);const s=o.apply(this,e);return a.nextPromise=s,t.emit("propagate",[i,!0],s,!1,!1),s},i.prototype.then[W.Jt]=o,t.on("executor-start",(function(e){e[0]=n(e[0],"resolve-",this,null,!1),e[1]=n(e[1],"resolve-",this,null,!1)})),t.on("executor-err",(function(e,t,r){e[1](r)})),t.on("cb-end",(function(e,r,n){t.emit("propagate",[n,!0],this.nextPromise,!1,!1)})),t.on("propagate",(function(e,r,n){this.getCtx&&!r||(this.getCtx=function(){if(e instanceof Promise)var r=t.context(e);return r&&r.getCtx?r.getCtx():this})}))}(),t}const De={},Ke="setTimeout",Ue="setInterval",Ve="clearTimeout",Ge="-start",Fe=[Ke,"setImmediate",Ue,Ve,"clearImmediate"];function Be(e){const t=function(e){return(e||B.ee).get("timer")}(e);if(De[t.debugId]++)return t;De[t.debugId]=1;var r=(0,W.YM)(t);return r.inPlace(p.gm,Fe.slice(0,2),Ke+"-"),r.inPlace(p.gm,Fe.slice(2,3),Ue+"-"),r.inPlace(p.gm,Fe.slice(3),Ve+"-"),t.on(Ue+Ge,(function(e,t,n){e[0]=r(e[0],"fn-",null,n)})),t.on(Ke+Ge,(function(e,t,n){this.method=n,this.timerDuration=isNaN(e[1])?0:+e[1],e[0]=r(e[0],"fn-",this,n)})),t}const We={};function ze(e){const t=function(e){return(e||B.ee).get("mutation")}(e);if(!p.RI||We[t.debugId])return t;We[t.debugId]=!0;var r=(0,W.YM)(t),n=p.gm.MutationObserver;return n&&(window.MutationObserver=function(e){return this instanceof n?new n(r(e,"fn-")):n.apply(this,arguments)},MutationObserver.prototype=n.prototype),t}const{TZ:qe,d3:Ze,Kp:Ye,$p:Xe,wW:$e,e5:Je,tH:Qe,uP:et,rw:tt,Lc:rt}=je;class nt extends b{static featureName=qe;constructor(e,t=!0){if(super(e,qe,t),!p.RI)return;try{this.removeOnAbort=new AbortController}catch(e){}let r,n=0;const i=this.ee.get("tracer"),o=Le(this.ee),a=Me(this.ee),s=Be(this.ee),c=Z(this.ee),u=this.ee.get("events"),d=ne(this.ee),l=ve(this.ee),f=ze(this.ee);function h(e,t){l.emit("newURL",[""+window.location,t])}function g(){n++,r=window.location.hash,this[et]=(0,S.t)()}function m(){n--,window.location.hash!==r&&h(0,!0);var e=(0,S.t)();this[Je]=~~this[Je]+e-this[et],this[rt]=e}function v(e,t){e.on(t,(function(){this[t]=(0,S.t)()}))}this.ee.on(et,g),a.on(tt,g),o.on(tt,g),this.ee.on(rt,m),a.on($e,m),o.on($e,m),this.ee.on("fn-err",((...t)=>{t[2]?.__newrelic?.[e.agentIdentifier]||(0,x.p)("function-err",[...t],void 0,this.featureName,this.ee)})),this.ee.buffer([et,rt,"xhr-resolved"],this.featureName),u.buffer([et],this.featureName),s.buffer(["setTimeout"+Ye,"clearTimeout"+Ze,et],this.featureName),c.buffer([et,"new-xhr","send-xhr"+Ze],this.featureName),d.buffer([Qe+Ze,Qe+"-done",Qe+Xe+Ze,Qe+Xe+Ye],this.featureName),l.buffer(["newURL"],this.featureName),f.buffer([et],this.featureName),a.buffer(["propagate",tt,$e,"executor-err","resolve"+Ze],this.featureName),i.buffer([et,"no-"+et],this.featureName),o.buffer(["new-jsonp","cb-start","jsonp-error","jsonp-end"],this.featureName),v(d,Qe+Ze),v(d,Qe+"-done"),v(o,"new-jsonp"),v(o,"jsonp-end"),v(o,"cb-start"),l.on("pushState-end",h),l.on("replaceState-end",h),window.addEventListener("hashchange",h,(0,T.jT)(!0,this.removeOnAbort?.signal)),window.addEventListener("load",h,(0,T.jT)(!0,this.removeOnAbort?.signal)),window.addEventListener("popstate",(function(){h(0,n>1)}),(0,T.jT)(!0,this.removeOnAbort?.signal)),this.abortHandler=this.#n,this.importAggregator(e)}#n(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}var it=i(3333);class ot extends b{static featureName=it.TZ;constructor(e,t=!0){super(e,it.TZ,t);const r=[e.init.page_action.enabled,e.init.performance.capture_marks,e.init.performance.capture_measures,e.init.user_actions.enabled,e.init.performance.resources.enabled];if(p.RI&&(e.init.user_actions.enabled&&(it.Zp.forEach((e=>(0,T.sp)(e,(e=>(0,x.p)("ua",[e],void 0,this.featureName,this.ee)),!0))),it.qN.forEach((e=>{const t=(0,v.s)((e=>{(0,x.p)("ua",[e],void 0,this.featureName,this.ee)}),500,{leading:!0});(0,T.sp)(e,t)}))),e.init.performance.resources.enabled&&p.gm.PerformanceObserver?.supportedEntryTypes.includes("resource"))){new PerformanceObserver((e=>{e.getEntries().forEach((e=>{(0,x.p)("browserPerformance.resource",[e],void 0,this.featureName,this.ee)}))})).observe({type:"resource",buffered:!0})}r.some((e=>e))?this.importAggregator(e):this.deregisterDrain()}}var at=i(993),st=i(3785);class ct extends b{static featureName=at.TZ;constructor(e,t=!0){super(e,at.TZ,t);const r=this.ee;this.ee.on("wrap-logger-end",(function([e]){const{level:t,customAttributes:n}=this;(0,st.R)(r,e,n,t)})),this.importAggregator(e)}}new class extends o{constructor(t){super(),p.gm?(this.features={},(0,R.bQ)(this.agentIdentifier,this),this.desiredFeatures=new Set(t.features||[]),this.desiredFeatures.add(w),this.runSoftNavOverSpa=[...this.desiredFeatures].some((e=>e.featureName===a.K7.softNav)),(0,d.j)(this,t,t.loaderType||"agent"),this.run()):(0,e.R)(21)}get config(){return{info:this.info,init:this.init,loader_config:this.loader_config,runtime:this.runtime}}run(){try{const t=u(this.agentIdentifier),r=[...this.desiredFeatures];r.sort(((e,t)=>a.P3[e.featureName]-a.P3[t.featureName])),r.forEach((r=>{if(!t[r.featureName]&&r.featureName!==a.K7.pageViewEvent)return;if(this.runSoftNavOverSpa&&r.featureName===a.K7.spa)return;if(!this.runSoftNavOverSpa&&r.featureName===a.K7.softNav)return;const n=function(e){switch(e){case a.K7.ajax:return[a.K7.jserrors];case a.K7.sessionTrace:return[a.K7.ajax,a.K7.pageViewEvent];case a.K7.sessionReplay:return[a.K7.sessionTrace];case a.K7.pageViewTiming:return[a.K7.pageViewEvent];default:return[]}}(r.featureName).filter((e=>!(e in this.features)));n.length>0&&(0,e.R)(36,{targetFeature:r.featureName,missingDependencies:n}),this.features[r.featureName]=new r(this)}))}catch(t){(0,e.R)(22,t);for(const e in this.features)this.features[e].abortHandler?.();const r=(0,R.Zm)();delete r.initializedAgents[this.agentIdentifier]?.api,delete r.initializedAgents[this.agentIdentifier]?.features,delete this.sharedAggregator;return r.ee.get(this.agentIdentifier).abort(),!1}}}({features:[he,w,N,Ne,Oe,O,M,ot,ct,Pe,nt],loaderType:"spa"})})()})();</script> <link rel="icon" type="image/png" sizes="16x16" href="https://brand.frontiersin.org/m/ed3f9ce840a03d7/favicon_16-tenantFavicon-Frontiers.png"> <link rel="icon" type="image/png" sizes="32x32" href="https://brand.frontiersin.org/m/ed3f9ce840a03d7/favicon_32-tenantFavicon-Frontiers.png"> <link rel="apple-touch-icon" type="image/png" sizes="180x180" href="https://brand.frontiersin.org/m/ed3f9ce840a03d7/favicon_180-tenantFavicon-Frontiers.png"> <link rel="manifest" href="/news/manifest.json"> <meta property="description" name="description" content="List of posts in category Robotics and AI"> <meta property="og:title" name="title" content="Frontiers | Science news in Robotics and AI"> <meta property="og:description" name="description" content="List of posts in category Robotics and AI"> <meta name="keywords" content=""> <meta property="og:image" name="image" content="https://images.ctfassets.net/mrbo2ykgx5lt/26661/20157d88cd60cc16a1451549e62a358d/frontiers-science-open-access-publishing-news.png"> <meta property="og:site_name" name="site_name" content="Frontiers Science News"> <meta property="twitter:card" name="twitter:card" content="summary_large_image"> <meta name="robots" content="index, follow"> <link rel="canonical" href="https://www.frontiersin.org/news/category/robotics-and-ai"> <link rel="next" href="/news/category/robotics-and-ai?page=2"> <script type="application/ld+json">{"@context":"https://schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https://www.frontiersin.org/news/category/robotics-and-ai/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https://www.frontiersin.org/news/#listItem","position":1,"item":{"@type":"WebPage","@id":"https://www.frontiersin.org/news/","name":"Home","description":"The latest science & research news from Frontiers - Publishing the most cited open-access journals in their fields","url":"https://www.frontiersin.org/news/"},"nextItem":"https://www.frontiersin.org/news/category/robotics-and-ai/#listItem"},{"@type":"ListItem","@id":"https://www.frontiersin.org/news/category/robotics-and-ai/#listItem","position":2,"item":{"@type":"WebPage","@id":"https://www.frontiersin.org/news/category/robotics-and-ai/","name":"robotics-and-ai","url":"https://www.frontiersin.org/news/category/robotics-and-ai/"},"previousItem":"https://www.frontiersin.org/news/#listItem"}]},{"@type":"CollectionPage","@id":"https://www.frontiersin.org/news/category/robotics-and-ai/#collectionpage","url":"https://www.frontiersin.org/news/category/robotics-and-ai/","name":"Frontiers | Science news - robotics-and-ai","inLanguage":"en-US","isPartOf":{"@id":"https://www.frontiersin.org/news/#website"},"breadcrumb":{"@id":"https://www.frontiersin.org/news/category/robotics-and-ai/#breadcrumblist"}},{"@type":"Blog","@id":"https://www.frontiersin.org/news/#blog","name":"Frontiers | Science news","url":"https://www.frontiersin.org/news/"},{"@type":"WebSite","@id":"https://www.frontiersin.org/news/#website","url":"https://www.frontiersin.org/news/","name":"Frontiers | Science news","description":"The latest science & research news from Frontiers - Publishing the most cited open-access journals in their fields","inLanguage":"en-US","publisher":{"@id":"https://www.frontiersin.org/news/#organization"}}]}</script><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/entry.7ee3a553.js"><link rel="preload" as="style" href="/science-news/_nuxt/entry.7ecbb31b.css"><link rel="preload" as="style" href="/science-news/_nuxt/_frontiers-sass.1f1181d7.css"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/ohash.6842ea93.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_vue.ed54c8ba.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/cookie-es.506ebd10.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/ofetch.8a359059.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/ufo.ba113514.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/unctx.046cd2cb.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_frontiers-vue3.d733e709.js"><link rel="preload" as="style" href="/science-news/_nuxt/_frontiers-vue3.d67e5d40.css"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/gsap.11af4091.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_contentful.f4c0d42c.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/devalue.0dcc4659.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/h3.c27efe98.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/vue-router.78dbddc8.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/nuxt-site-config.8ecb0b7f.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/site-config-stack.701c81be.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_unhead.228c60f2.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/unhead.aa195385.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/hookable.1b2773ed.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_nuxtjs.07d86196.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/destr.d0012d9a.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_apollo.21f4f5bf.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/tslib.6b3e70e8.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/zen-observable-ts.11549e90.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/optimism.c9e2dc1a.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_wry.5791a431.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/ts-invariant.576aab84.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/graphql.c449efb6.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/symbol-observable.5b970fa9.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/graphql-ws.bed06eee.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_vite-pwa.56157ecc.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/defu.dd83855a.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/default.32dc46d5.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/getCategories.95c56556.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/nuxt-multi-cache.054e3604.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/consola.0ce993d3.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/postsRss.d48bc00e.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/object-hash.af864ddd.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/graphql-tag.5ef4cb3c.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_vueuse.461ef46b.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/FrontiersImage.mapper.10db59f8.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/cross-fetch.0ef14609.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/_category_.c28f4e57.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/PostListPage.7dbd8b88.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/Author.vue.cb6354cd.js"><link rel="preload" as="style" href="/science-news/_nuxt/Author.957f0725.css"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/SearchFilters.vue.ff8dad89.js"><link rel="preload" as="style" href="/science-news/_nuxt/SearchFilters.514943ea.css"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/BriefPost.vue.9af7e8de.js"><link rel="preload" as="style" href="/science-news/_nuxt/BriefPost.9af0c3db.css"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/AsidePosts.vue.41d28ce1.js"><link rel="preload" as="style" href="/science-news/_nuxt/AsidePosts.10c62091.css"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/CategoryCloud.3c475970.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/categoryToLink.f6ee6926.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/AsidePost.mapper.88707475.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/google-structure-data.0564f93e.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/BriefPost.6a3382ce.js"><link rel="modulepreload" as="script" crossorigin href="/science-news/_nuxt/AsidePosts.089c81aa.js"><link rel="prefetch" as="script" crossorigin href="/science-news/_nuxt/workbox-window.1e1a3f8e.js"><link rel="stylesheet" href="/science-news/_nuxt/entry.7ecbb31b.css"><link rel="stylesheet" href="/science-news/_nuxt/_frontiers-sass.1f1181d7.css"><link rel="stylesheet" href="/science-news/_nuxt/_frontiers-vue3.d67e5d40.css"><link rel="stylesheet" href="/science-news/_nuxt/Author.957f0725.css"><link rel="stylesheet" href="/science-news/_nuxt/SearchFilters.514943ea.css"><link rel="stylesheet" href="/science-news/_nuxt/BriefPost.9af0c3db.css"><link rel="stylesheet" href="/science-news/_nuxt/AsidePosts.10c62091.css"><style>.Layout__body--search[data-v-d34c27e7]{margin-top:48px}@media only screen and (max-width:1024px){.Layout__body--search[data-v-d34c27e7]{margin-top:32px}}.Layout h2[data-v-d34c27e7]{margin-top:0}.Author+h2[data-v-d34c27e7]{margin-top:32px}@media only screen and (max-width:1024px){.Author+h2[data-v-d34c27e7]{margin-top:24px}}.SearchBar__hint[data-v-d34c27e7]{background:var(--grey10);width:calc(100% - 20px)}.SearchBar__outerWrapper[data-v-d34c27e7]{margin-bottom:48px;position:relative}@media only screen and (max-width:563px){.SearchBar__outerWrapper[data-v-d34c27e7]{margin-bottom:32px}}.SearchBar__outerWrapper a[data-v-d34c27e7]{color:#545454;font-weight:500}.SearchBar__outerWrapper a[data-v-d34c27e7]:hover{color:#282828;text-decoration:underline;text-decoration-thickness:1px;text-underline-offset:2px} </style><style>.BriefPost__imgLink{display:flex;gap:var(--layout-gap);justify-content:space-between;margin-bottom:56px}@media only screen and (max-width:1024px){.BriefPost__imgLink{margin-bottom:48px}}@media only screen and (max-width:563px){.BriefPost__imgLink{flex-direction:column}}.BriefPost__img{background-color:#fff;border:1px solid var(--grey40);box-sizing:border-box;flex-shrink:0;height:var(--layout-col-2);overflow:hidden;width:var(--layout-col-2)}@media only screen and (max-width:1024px){.BriefPost__img{height:var(--layout-col-3);width:var(--layout-col-3)}}@media only screen and (max-width:768px){.BriefPost__img{height:var(--layout-col-2);width:var(--layout-col-2)}}@media only screen and (max-width:563px){.BriefPost__img{aspect-ratio:21/9;height:auto;width:100%}}.BriefPost__img figcaption{display:none}.BriefPost__info{flex:1}.BriefPost__pretitle{color:#282828;display:flex;margin-bottom:16px}.BriefPost__category{font-size:.75rem;font-weight:700;line-height:1.0625rem;text-transform:uppercase}@media only screen and (max-width:1024px){.BriefPost__category{font-size:.625rem;line-height:.875rem}}.BriefPost__date{border-left:1px solid var(--grey60);font-size:.75rem;font-weight:300;line-height:1.0625rem;margin-left:8px;padding-left:8px}@media only screen and (max-width:1024px){.BriefPost__date{font-size:.625rem;line-height:.875rem}}.BriefPost__title{color:#282828;font-size:1.125rem;font-weight:500;line-height:1.75rem;margin-bottom:8px}@media only screen and (max-width:1024px){.BriefPost__title{font-size:1rem;line-height:1.375rem}}.BriefPost__description{-webkit-line-clamp:3;-webkit-box-orient:vertical;-moz-line-clamp:3;color:#545454;display:-webkit-box;font-size:1rem;font-weight:300;line-height:1.375rem;max-width:100%;overflow:hidden;text-overflow:ellipsis}@media only screen and (max-width:1024px){.BriefPost__description{font-size:.875rem;line-height:1.25rem}}.BriefPost a{color:inherit;text-decoration:none}.highlighted{background-color:var(--blue5)} </style><style>.AsidePosts{display:flex;margin-bottom:24px}.AsidePosts__image{aspect-ratio:1;margin-right:16px;width:80px}.AsidePosts__image .FrontiersImage img{background-color:#fff;border:1px solid var(--grey40);box-sizing:border-box}@media only screen and (max-width:1441px){.AsidePosts__image{width:56px}}@media only screen and (max-width:1280px){.AsidePosts__image{width:48px}}@media only screen and (max-width:1024px){.AsidePosts__image{width:var(--layout-col-3)}}@media only screen and (max-width:768px){.AsidePosts__image{width:var(--layout-col-2)}}@media only screen and (max-width:563px){.AsidePosts__image{width:var(--layout-col-3)}}.AsidePosts__image figcaption{display:none}.AsidePosts__title{font-size:1rem;font-weight:500;line-height:1.375rem} </style><style>.Button[data-v-fc649ee8]{--color-button:#545454;margin:16px 0} </style><style>@font-face{font-family:Frontiers-Iconography-Next;font-style:normal;font-weight:400;src:url(https://static2.frontiersin.org/static-resources/FrontiersIconography.woff2) format("woff2")} </style><style>@font-face{font-family:MuseoSans;font-style:normal;font-weight:300;src:url(https://static2.frontiersin.org/static-resources/MuseoSans300.woff2) format("woff2")}@font-face{font-family:MuseoSans;font-style:normal;font-weight:500;src:url(https://static2.frontiersin.org/static-resources/MuseoSans500.woff2) format("woff2")}@font-face{font-family:MuseoSans;font-style:normal;font-weight:700;src:url(https://static2.frontiersin.org/static-resources/MuseoSans700.woff2) format("woff2")} </style><style>@keyframes rotate{0%{transform:rotate(0)}to{transform:rotate(3turn)}}@keyframes bounce{0%{transform:translateY(0)}to{transform:translateY(5px)}}@keyframes sk-bounce{0%,to{transform:scale(0)}50%{transform:scale(1)}}@keyframes pulse{0%{opacity:1;transform:scale(0)}to{opacity:0;transform:scale(1)}}@keyframes shake{0%,to{transform:translateZ(0)}10%,30%,50%,70%,90%{transform:translate3d(-10px,0,0)}20%,40%,60%,80%{transform:translate3d(10px,0,0)}}@keyframes loading{0%{stroke-dashoffset:140px;transform:rotate(-90deg) translate(0);transform-origin:50%}50%{stroke-dashoffset:70px}to{stroke-dashoffset:0;transform:rotate(270deg) translate(0);transform-origin:50%}}@keyframes color-load{0%{stroke:var(--maincolor40)}10%{stroke:var(--maincolor40)}20%{stroke:var(--maincolor0)}30%{stroke:var(--maincolor40)}40%{stroke:var(--maincolor40)}50%{stroke:var(--maincolor0)}60%{stroke:var(--maincolor40)}70%{stroke:var(--maincolor40)}80%{stroke:var(--maincolor0)}90%{stroke:var(--maincolor40)}to{stroke:var(--maincolor0)}}@keyframes draw{to{stroke-dashoffset:0}}:root{--blue90:#001959;--blue80:#001991;--blue70:#0024b0;--blue60:#002fca;--blue55:#0035d4;--blue50:#003bde;--blue40:#0c4ded;--blue30:#3673f7;--blue20:#6d9efd;--blue10:#aecbff;--blue5:#cee1ff;--blue0:#eef5ff;--sky90:#064b80;--sky80:#015b98;--sky70:#006eaf;--sky60:#0081c2;--sky55:#0089c9;--sky50:#0092d1;--sky40:#00a0dc;--sky30:#2bb1e8;--sky20:#61c4f1;--sky10:#9fdaf8;--sky5:#c8e9fb;--sky0:#f3faff;--teal90:#264543;--teal80:#256662;--teal70:#18867d;--teal60:#00a091;--teal55:#0aae9c;--teal50:#15bca8;--teal40:#31d1bb;--teal30:#53e2cc;--teal20:#7aeedb;--teal10:#a5f7e8;--teal5:#c6fbf1;--teal0:#e8fffb;--red90:#59001e;--red80:#7d0022;--red70:#9f0223;--red60:#bd0b25;--red55:#c91329;--red50:#d51a2c;--red40:#e7323b;--red30:#f2575d;--red20:#fa8589;--red10:#feb9bb;--red5:#ffd6d7;--red0:#fff3f3;--orange90:#591804;--orange80:#822907;--orange70:#a93f0c;--orange60:#bb4107;--orange55:#d14900;--orange50:#e56000;--orange40:#ff8b33;--orange30:#ffb062;--orange20:#ffcb8d;--orange10:#ffe4be;--orange5:#ffedd5;--orange0:#fff6ec;--purple90:#1d1359;--purple80:#2d1d7f;--purple70:#402ba3;--purple60:#553cc2;--purple55:#6046cf;--purple50:#6c51dc;--purple40:#856df0;--purple30:#a589fa;--purple20:#c6acff;--purple10:#e4d3ff;--purple5:#efe4ff;--purple0:#f9f5ff;--green90:#1b5958;--green80:#216958;--green70:#287753;--green60:#2c8147;--green55:#338e3c;--green50:#459d3a;--green40:#54c247;--green30:#74d56d;--green20:#96e392;--green10:#bdf0bc;--green5:#e5fae5;--green0:#f6fff7;--cyan90:#004659;--cyan80:#04586d;--cyan70:#01697e;--cyan60:#04798b;--cyan55:#058899;--cyan50:#1898a4;--cyan40:#20bbc5;--cyan30:#42d6e0;--cyan20:#80e7ed;--cyan10:#b8f2f5;--cyan5:#d3f8fa;--cyan0:#eefeff;--grey90:#282828;--grey80:#545454;--grey70:#6b6b6b;--grey65:#878787;--grey60:#a2a2a2;--grey50:#bfbfbf;--grey40:#d5d5d5;--grey30:#e6e6e6;--grey20:#f0f0f0;--grey10:#f7f7f7;--grey5:#f8f8f8;--grey0:#fff;--black:#282828;--white:#fff}:root,[theme=blue]{--maincolor90:var(--blue90);--maincolor80:var(--blue80);--maincolor70:var(--blue70);--maincolor60:var(--blue60);--maincolor55:var(--blue55);--maincolor50:var(--blue50);--maincolor40:var(--blue40);--maincolor30:var(--blue30);--maincolor20:var(--blue20);--maincolor10:var(--blue10);--maincolor5:var(--blue5);--maincolor0:var(--blue0)}[theme=red]{--maincolor90:var(--red90);--maincolor80:var(--red80);--maincolor70:var(--red70);--maincolor60:var(--red60);--maincolor55:var(--red55);--maincolor50:var(--red50);--maincolor40:var(--red40);--maincolor30:var(--red30);--maincolor20:var(--red20);--maincolor10:var(--red10);--maincolor5:var(--red5);--maincolor0:var(--red0)}[theme=orange]{--maincolor90:var(--orange90);--maincolor80:var(--orange80);--maincolor70:var(--orange70);--maincolor60:var(--orange60);--maincolor55:var(--orange55);--maincolor50:var(--orange50);--maincolor40:var(--orange40);--maincolor30:var(--orange30);--maincolor20:var(--orange20);--maincolor10:var(--orange10);--maincolor5:var(--orange5);--maincolor0:var(--orange0)}[theme=purple]{--maincolor90:var(--purple90);--maincolor80:var(--purple80);--maincolor70:var(--purple70);--maincolor60:var(--purple60);--maincolor55:var(--purple55);--maincolor50:var(--purple50);--maincolor40:var(--purple40);--maincolor30:var(--purple30);--maincolor20:var(--purple20);--maincolor10:var(--purple10);--maincolor5:var(--purple5);--maincolor0:var(--purple0)}[theme=green]{--maincolor90:var(--green90);--maincolor80:var(--green80);--maincolor70:var(--green70);--maincolor60:var(--green60);--maincolor55:var(--green55);--maincolor50:var(--green50);--maincolor40:var(--green40);--maincolor30:var(--green30);--maincolor20:var(--green20);--maincolor10:var(--green10);--maincolor5:var(--green5);--maincolor0:var(--green0)}[theme=cyan]{--maincolor90:var(--cyan90);--maincolor80:var(--cyan80);--maincolor70:var(--cyan70);--maincolor60:var(--cyan60);--maincolor55:var(--cyan55);--maincolor50:var(--cyan50);--maincolor40:var(--cyan40);--maincolor30:var(--cyan30);--maincolor20:var(--cyan20);--maincolor10:var(--cyan10);--maincolor5:var(--cyan5);--maincolor0:var(--cyan0)}[theme=sky]{--maincolor90:var(--sky90);--maincolor80:var(--sky80);--maincolor70:var(--sky70);--maincolor60:var(--sky60);--maincolor55:var(--sky55);--maincolor50:var(--sky50);--maincolor40:var(--sky40);--maincolor30:var(--sky30);--maincolor20:var(--sky20);--maincolor10:var(--sky10);--maincolor5:var(--sky5);--maincolor0:var(--sky0)}:root{--spacing-vertical-sm:48px;--spacing-vertical-l:64px;--spacing-vertical-xl:80px;--spacing-carousel:24px;--ibar-mix-height:56px}@media only screen and (max-width:1024px){:root{--spacing-vertical-sm:40px;--spacing-vertical-l:48px;--spacing-vertical-xl:64px;--ibar-height:48px;--ibar-mix-height:0}}:root{--layout-col-1:calc(4.16667vw - 33.33333px);--layout-col-2:calc(8.33333vw - 34.66667px);--layout-col-3:calc(12.5vw - 36px);--layout-col-4:calc(16.66667vw - 37.33333px);--layout-col-5:calc(20.83333vw - 38.66667px);--layout-col-6:calc(25vw - 40px);--layout-col-7:calc(29.16667vw - 41.33333px);--layout-col-8:calc(33.33333vw - 42.66667px);--layout-col-9:calc(37.5vw - 44px);--layout-col-10:calc(41.66667vw - 45.33333px);--layout-col-11:calc(45.83333vw - 46.66667px);--layout-col-12:calc(50vw - 48px);--layout-col-13:calc(54.16667vw - 49.33333px);--layout-col-14:calc(58.33333vw - 50.66667px);--layout-col-15:calc(62.5vw - 52px);--layout-col-16:calc(66.66667vw - 53.33333px);--layout-col-17:calc(70.83333vw - 54.66667px);--layout-col-18:calc(75vw - 56px);--layout-col-19:calc(79.16667vw - 57.33333px);--layout-col-20:calc(83.33333vw - 58.66667px);--layout-col-21:calc(87.5vw - 60px);--layout-col-22:calc(91.66667vw - 61.33333px);--layout-col-23:calc(95.83333vw - 62.66667px);--layout-col-24:calc(100vw - 64px);--layout-gap:32px;--layout-margin-extra-gap:8px;--ibar-height:64px;--layout-max-width-px:1920;--layout-max-width:1890px}@media only screen and (min-width:1921px){:root{--layout-col-1:45.41667px;--layout-col-1:46.66667px;--layout-col-2:125.33333px;--layout-col-3:204px;--layout-col-4:282.66667px;--layout-col-5:361.33333px;--layout-col-6:440px;--layout-col-7:518.66667px;--layout-col-8:597.33333px;--layout-col-9:676px;--layout-col-10:754.66667px;--layout-col-11:833.33333px;--layout-col-12:912px;--layout-col-13:990.66667px;--layout-col-14:1069.33333px;--layout-col-15:1148px;--layout-col-16:1226.66667px;--layout-col-17:1305.33333px;--layout-col-18:1384px;--layout-col-19:1462.66667px;--layout-col-20:1541.33333px;--layout-col-21:1620px;--layout-col-22:1698.66667px;--layout-col-23:1777.33333px;--layout-col-24:1856px;--layout-gap:32px;--layout-margin-extra-gap:0px}}@media only screen and (max-width:1024px){:root{--layout-col-1:calc(4.16667vw - 16.66667px);--layout-col-2:calc(8.33333vw - 17.33333px);--layout-col-3:calc(12.5vw - 18px);--layout-col-4:calc(16.66667vw - 18.66667px);--layout-col-5:calc(20.83333vw - 19.33333px);--layout-col-6:calc(25vw - 20px);--layout-col-7:calc(29.16667vw - 20.66667px);--layout-col-8:calc(33.33333vw - 21.33333px);--layout-col-9:calc(37.5vw - 22px);--layout-col-10:calc(41.66667vw - 22.66667px);--layout-col-11:calc(45.83333vw - 23.33333px);--layout-col-12:calc(50vw - 24px);--layout-col-13:calc(54.16667vw - 24.66667px);--layout-col-14:calc(58.33333vw - 25.33333px);--layout-col-15:calc(62.5vw - 26px);--layout-col-16:calc(66.66667vw - 26.66667px);--layout-col-17:calc(70.83333vw - 27.33333px);--layout-col-18:calc(75vw - 28px);--layout-col-19:calc(79.16667vw - 28.66667px);--layout-col-20:calc(83.33333vw - 29.33333px);--layout-col-21:calc(87.5vw - 30px);--layout-col-22:calc(91.66667vw - 30.66667px);--layout-col-23:calc(95.83333vw - 31.33333px);--layout-col-24:calc(100vw - 32px);--layout-gap:16px;--ibar-height:48px}}@media only screen and (max-width:768px){:root{--layout-col-1:calc(6.25vw - 17px);--layout-col-2:calc(12.5vw - 18px);--layout-col-3:calc(18.75vw - 19px);--layout-col-4:calc(25vw - 20px);--layout-col-5:calc(31.25vw - 21px);--layout-col-6:calc(37.5vw - 22px);--layout-col-7:calc(43.75vw - 23px);--layout-col-8:calc(50vw - 24px);--layout-col-9:calc(56.25vw - 25px);--layout-col-10:calc(62.5vw - 26px);--layout-col-11:calc(68.75vw - 27px);--layout-col-12:calc(75vw - 28px);--layout-col-13:calc(81.25vw - 29px);--layout-col-14:calc(87.5vw - 30px);--layout-col-15:calc(93.75vw - 31px);--layout-col-16:calc(100vw - 32px);--layout-gap:16px}}@media only screen and (max-width:563px){:root{--layout-col-1:calc(12.5vw - 18px);--layout-col-2:calc(25vw - 20px);--layout-col-3:calc(37.5vw - 22px);--layout-col-4:calc(50vw - 24px);--layout-col-5:calc(62.5vw - 26px);--layout-col-6:calc(75vw - 28px);--layout-col-7:calc(87.5vw - 30px);--layout-col-8:calc(100vw - 32px);--layout-gap:16px}}a,a:active,a:hover{text-decoration:none}*{-webkit-font-smoothing:antialiased}:focus{outline:none}ul{list-style:none}ol,ul{margin:0;padding:0}input,textarea{font-family:MuseoSans,Helvetica,Arial,sans-serif}input[type=number]::-webkit-inner-spin-Button,input[type=number]::-webkit-outer-spin-Button{-webkit-appearance:none;margin:0}input[type=number]{-moz-appearance:textfield}input::-ms-clear{display:none}a,a:active{color:inherit}body{overflow-x:hidden}body,html{color:var(--black);font-family:MuseoSans,Helvetica,Arial,sans-serif;margin:0;padding:0}.l-spacer{flex-grow:1}.is-disabled{opacity:.5;pointer-events:none}.is-hidden{display:none}.is-visible{display:block}.is-inside-mask{height:100%;-o-object-fit:cover;object-fit:cover;width:100%}h1:not([class]){font-size:2.5rem;font-weight:500;line-height:3.5rem}@media only screen and (max-width:1280px){h1:not([class]){font-size:2rem;line-height:2.75rem}}@media only screen and (max-width:1024px){h1:not([class]){font-size:1.75rem;line-height:2.4375rem}}@media only screen and (max-width:563px){h1:not([class]){font-size:1.5rem;line-height:2.0625rem}}.Heading--h1,h1:not([class]){margin-top:var(--spacing-vertical-sm)}@media only screen and (max-width:1024px){.Heading--h1,h1:not([class]){margin-top:var(--spacing-vertical-sm)}}.Heading--h1+.Heading--h2,.Heading--h1+h2:not([class]),h1:not([class])+.Heading--h2,h1:not([class])+h2:not([class]){margin-top:24px}@media only screen and (max-width:1024px){.Heading--h1+.Heading--h2,.Heading--h1+h2:not([class]),h1:not([class])+.Heading--h2,h1:not([class])+h2:not([class]){margin-top:16px}}.Heading--h1+:not(h2,.Heading--h2),.Heading--h1+p,h1:not([class])+:not(h2,.Heading--h2),h1:not([class])+p{margin-top:32px}@media only screen and (max-width:1024px){.Heading--h1+:not(h2,.Heading--h2),.Heading--h1+p,h1:not([class])+:not(h2,.Heading--h2),h1:not([class])+p{margin-top:24px}}h2:not([class]){font-size:2rem;font-weight:500;line-height:2.75rem}@media only screen and (max-width:1280px){h2:not([class]){font-size:1.75rem;line-height:2.4375rem}}@media only screen and (max-width:1024px){h2:not([class]){font-size:1.5rem;line-height:2.0625rem}}@media only screen and (max-width:563px){h2:not([class]){font-size:1.25rem;line-height:1.75rem}}.Heading--h2,h2:not([class]){margin-top:var(--spacing-vertical-xl)}.Heading--h2+.Heading--h3,.Heading--h2+h3:not([class]),h2:not([class])+.Heading--h3,h2:not([class])+h3:not([class]){margin-top:24px}@media only screen and (max-width:1024px){.Heading--h2+.Heading--h3,.Heading--h2+h3:not([class]),h2:not([class])+.Heading--h3,h2:not([class])+h3:not([class]){margin-top:16px}}.Heading--h2+:not(h3,.Heading--h3),.Heading--h2+p,h2:not([class])+:not(h3,.Heading--h3),h2:not([class])+p{margin-top:32px}@media only screen and (max-width:1024px){.Heading--h2+:not(h3,.Heading--h3),.Heading--h2+p,h2:not([class])+:not(h3,.Heading--h3),h2:not([class])+p{margin-top:24px}}h3:not([class]){font-size:1.75rem;font-weight:500;line-height:2.4375rem}@media only screen and (max-width:1280px){h3:not([class]){font-size:1.25rem;line-height:1.75rem}}@media only screen and (max-width:1024px){h3:not([class]){font-size:1.125rem;line-height:1.75rem}}.Heading--h3,h3:not([class]){margin-top:56px}@media only screen and (max-width:1024px){.Heading--h3,h3:not([class]){margin-top:48px}}.Heading--h3+.Heading--h4,.Heading--h3+h4:not([class]),h3:not([class])+.Heading--h4,h3:not([class])+h4:not([class]){margin-top:16px}@media only screen and (max-width:1024px){.Heading--h3+.Heading--h4,.Heading--h3+h4:not([class]),h3:not([class])+.Heading--h4,h3:not([class])+h4:not([class]){margin-top:8px}}.Heading--h3+:not(h4,.Heading--h4),.Heading--h3+p,h3:not([class])+:not(h4,.Heading--h4),h3:not([class])+p{margin-top:16px}@media only screen and (max-width:1024px){.Heading--h3+:not(h4,.Heading--h4),.Heading--h3+p,h3:not([class])+:not(h4,.Heading--h4),h3:not([class])+p{margin-top:8px}}h4:not([class]){font-size:1.75rem;font-weight:300;line-height:2.4375rem}@media only screen and (max-width:1280px){h4:not([class]){font-size:1.25rem;line-height:1.75rem}}@media only screen and (max-width:1024px){h4:not([class]){font-size:1.125rem;line-height:1.75rem}}.Heading--h4,h4:not([class]){margin-top:32px}@media only screen and (max-width:1024px){.Heading--h4,h4:not([class]){margin-top:24px}}.Heading--h4+.Heading--h5,.Heading--h4+h5:not([class]),h4:not([class])+.Heading--h5,h4:not([class])+h5:not([class]){margin-top:16px}@media only screen and (max-width:1024px){.Heading--h4+.Heading--h5,.Heading--h4+h5:not([class]),h4:not([class])+.Heading--h5,h4:not([class])+h5:not([class]){margin-top:8px}}.Heading--h4+:not(h5,.Heading--h5),.Heading--h4+p,h4:not([class])+:not(h5,.Heading--h5),h4:not([class])+p{margin-top:16px}@media only screen and (max-width:1024px){.Heading--h4+:not(h5,.Heading--h5),.Heading--h4+p,h4:not([class])+:not(h5,.Heading--h5),h4:not([class])+p{margin-top:8px}}h5:not([class]){font-size:1.25rem;font-weight:500;line-height:1.75rem}@media only screen and (max-width:1280px){h5:not([class]){font-size:1.125rem;line-height:1.75rem}}@media only screen and (max-width:1024px){h5:not([class]){font-size:1rem;line-height:1.375rem}}.Heading--h5,h5:not([class]){margin-top:32px}@media only screen and (max-width:1024px){.Heading--h5,h5:not([class]){margin-top:24px}}.Heading--h5+.Heading--h6,.Heading--h5+h6:not([class]),h5:not([class])+.Heading--h6,h5:not([class])+h6:not([class]){margin-top:16px}@media only screen and (max-width:1024px){.Heading--h5+.Heading--h6,.Heading--h5+h6:not([class]),h5:not([class])+.Heading--h6,h5:not([class])+h6:not([class]){margin-top:8px}}.Heading--h5+p,h5:not([class])+p{margin-top:8px}@media only screen and (max-width:1024px){.Heading--h5+p,h5:not([class])+p{margin-top:0}}h6:not([class]){font-size:1.125rem;font-weight:700;line-height:1.75rem}@media only screen and (max-width:1280px){h6:not([class]){font-size:1rem;line-height:1.375rem}}@media only screen and (max-width:1024px){h6:not([class]){font-size:.875rem;line-height:1.25rem}}.Heading--h6,h6:not([class]){margin-top:24px}@media only screen and (max-width:1024px){.Heading--h6,h6:not([class]){margin-top:16px}}.Heading--h6+p,h6:not([class])+p{margin-top:0}@media only screen and (max-width:1024px){.Heading--h6+p,h6:not([class])+p{margin-top:0}}.Heading h1,.Heading h2,.Heading h3,.Heading h4,.Heading h5,.Heading h6{margin:0}.Heading .Link__wrapper.Link__wrapper{margin-top:0}p:not([class]){margin-bottom:16px}ol:not([class]),p:not([class]),ul:not([class]){font-size:1rem;font-weight:300;line-height:1.375rem}ol:not([class]),ul:not([class]){margin:16px 0}ol:not([class]) li,ul:not([class]) li{font-weight:300}.Renderer__hyperlink{background:red;border:1px solid;color:var(--maincolor50);cursor:pointer;font-family:monospace;font-weight:700;margin:0 8px;padding:0 .25rem;position:relative;text-decoration:none;transition:color .3s cubic-bezier(.37,.74,.15,1)}.Renderer__hyperlink:hover{color:var(--maincolor70);text-decoration:underline;text-decoration-thickness:1px;text-underline-offset:2px}.Renderer__hyperlink--Asset{border-color:var(--teal40)}.Renderer__hyperlink--Entry{border-color:var(--orange40)}.Renderer a:not([class]){color:var(--maincolor50);cursor:pointer;font-weight:700;position:relative;text-decoration:none;transition:color .3s cubic-bezier(.37,.74,.15,1)}.Renderer a:not([class]):hover{color:var(--maincolor70);text-decoration:underline;text-decoration-thickness:1px;text-underline-offset:2px}.Renderer>blockquote *{font-size:2.5rem;font-weight:300;line-height:3.5rem;text-align:center}@media only screen and (max-width:1280px){.Renderer>blockquote *{font-size:2rem;font-weight:300;line-height:2.75rem}}@media only screen and (max-width:1024px){.Renderer>blockquote *{font-size:1.75rem;font-weight:300;line-height:2.4375rem}}.Renderer>[class^=Card]{margin-top:32px}.Renderer ul:not([class]){margin:16px 0}.Renderer ul:not([class]) li{font-size:1.125rem;font-weight:300;line-height:1.75rem;list-style:disc;margin-left:24px}.Renderer ul:not([class]) li p:not([class]):last-child{margin-bottom:0}@media only screen and (max-width:1280px){.Renderer ul:not([class]) li{font-size:1rem;font-weight:300;line-height:1.375rem}}.Renderer p .Link{font-size:inherit}.Renderer .ImageComponent,.Renderer .Metrics,.Renderer .YoutubeVideo__wrapper{margin:32px auto}@media only screen and (max-width:1024px){.Renderer .ImageComponent,.Renderer .Metrics,.Renderer .YoutubeVideo__wrapper{margin:24px auto}}.Renderer .Metrics{display:flex}.Renderer .Metrics__numbers__mask{padding-right:32px}.Renderer .Metrics+.Chart{margin-top:var(--spacing-vertical-sm)}.Renderer .TimeLine__goal,.Renderer .TimeLine__item,.Renderer .TimeLine__milestone__item{list-style:none}.Renderer .TimeLine p{margin-bottom:0}.Renderer .CardTeam p{padding:0}.Renderer .CardTeam p:last-child{margin-bottom:0}.Renderer .Table+.Table{margin-top:var(--spacing-vertical-xl)}.Renderer .FrontiersImage--portrait{text-align:left}.Renderer .FrontiersImage--portrait img{max-height:536px}@media only screen and (max-width:1441px){.Renderer .FrontiersImage--portrait img{max-height:458px}}@media only screen and (max-width:1280px){.Renderer .FrontiersImage--portrait img{max-height:405px}}@media only screen and (max-width:1024px){.Renderer .FrontiersImage--portrait img{max-height:568px}}@media only screen and (max-width:768px){.Renderer .FrontiersImage--portrait img{max-height:472px}}@media only screen and (max-width:563px){.Renderer .FrontiersImage--portrait img{max-height:none}}.Renderer .Link__wrapper.Renderer__entry--InLine{display:inline}.Renderer .Link__wrapper.Renderer__entry--Block{display:flex;justify-content:center}.Renderer .Link__wrapper .Link--flatButton{margin:32px auto}.Renderer .Bars,.Renderer .Columns,.Renderer .MultiChart,.Renderer .Percentiles{margin-top:32px}.Renderer .Bars .Bars,.Renderer .Columns .Bars,.Renderer .MultiChart .Bars,.Renderer .Percentiles .Bars{margin-top:0}.Renderer .Percentiles{margin-top:var(--spacing-vertical-sm)}@media only screen and (max-width:768px){.Renderer .MultiChart{grid:min-content/repeat(2,1fr)}}@media only screen and (max-width:563px){.Renderer .MultiChart{grid:min-content/repeat(1,1fr)}}.Renderer .MultiChart__gridItem{max-width:calc(var(--layout-col-6) - var(--layout-gap))}@media only screen and (max-width:1280px){.Renderer .MultiChart__gridItem{max-width:calc(var(--layout-col-7) - var(--layout-gap))}}@media only screen and (max-width:1024px){.Renderer .MultiChart__gridItem{max-width:calc(var(--layout-col-10) - var(--layout-gap))}}@media only screen and (max-width:768px){.Renderer .MultiChart__gridItem{max-width:calc(var(--layout-col-7) - var(--layout-gap)*.5)}}@media only screen and (max-width:563px){.Renderer .MultiChart__gridItem{max-width:var(--layout-col-8)}}@media only screen and (max-width:1024px){.Renderer .Banner ul:not([class]) li{list-style:none}}.Block--aboutFullWidth{margin-left:calc(-16px - var(--layout-col-2) - var(--layout-gap) - var(--layout-gap));margin-right:calc(-16px - var(--layout-col-10) - var(--layout-gap) - var(--layout-gap));margin-top:var(--spacing-vertical-xl);padding:var(--spacing-vertical-xl) calc(var(--layout-col-10) + var(--layout-gap) + var(--layout-gap) + 16px) var(--spacing-vertical-xl) calc(var(--layout-col-2) + var(--layout-gap) + var(--layout-gap) + 16px)}@media only screen and (min-width:1921px){.Block--aboutFullWidth{margin-left:calc(-50vw + var(--layout-max-width)*.5 - var(--layout-col-2) - var(--layout-gap)*2);margin-right:calc(-50vw + var(--layout-max-width)*.5 - var(--layout-col-10) - var(--layout-gap)*2);padding-left:calc(50vw - var(--layout-max-width)*.5 + var(--layout-col-2) + var(--layout-gap)*2);padding-right:calc(50vw - var(--layout-max-width)*.5 + var(--layout-col-10) + var(--layout-gap)*2)}}@media only screen and (max-width:1280px){.Block--aboutFullWidth{margin-left:calc(0px - var(--layout-col-2) - var(--layout-gap) - var(--layout-gap));margin-right:calc(0px - var(--layout-col-8) - var(--layout-gap) - var(--layout-gap));padding-left:calc(var(--layout-col-2) + var(--layout-gap) + var(--layout-gap));padding-right:calc(var(--layout-col-8) + var(--layout-gap) + var(--layout-gap))}}@media only screen and (max-width:1024px){.Block--aboutFullWidth{margin-left:calc(0px - var(--layout-col-2) - var(--layout-gap) - var(--layout-gap));margin-right:calc(0px - var(--layout-col-2) - var(--layout-gap) - var(--layout-gap));padding-left:calc(var(--layout-col-2) + var(--layout-gap) + var(--layout-gap));padding-right:calc(var(--layout-col-2) + var(--layout-gap) + var(--layout-gap))}}@media only screen and (max-width:768px){.Block--aboutFullWidth{margin-left:calc(0px - var(--layout-col-1) - var(--layout-gap) - var(--layout-gap));margin-right:calc(0px - var(--layout-col-1) - var(--layout-gap) - var(--layout-gap));padding-left:calc(var(--layout-col-1) + var(--layout-gap) + var(--layout-gap));padding-right:calc(var(--layout-col-1) + var(--layout-gap) + var(--layout-gap))}}@media only screen and (max-width:563px){.Block--aboutFullWidth{margin-left:calc(0px - var(--layout-gap));margin-right:calc(0px - var(--layout-gap));padding-left:var(--layout-gap);padding-right:var(--layout-gap)}}.Block--aboutFullWidth:last-child,.Block--aboutFullWidth:nth-last-child(2)+p:empty{margin-bottom:calc(0px - var(--spacing-vertical-xl))}.Block--aboutFullWidth .Heading{margin-top:0}h1,h2,h3,h4,h5,h6,p{font-weight:inherit;margin:0}button{-webkit-appearance:button;background:none;border:0;font-family:inherit;font-size:100%;line-height:1.15;margin:0;overflow:visible;padding:0;text-transform:none}button:hover{cursor:pointer}fieldset{border:0;margin:0;min-width:0;padding:0}figure{margin:0}:after:focus:not(:focus-visible),:before:focus:not(:focus-visible),:focus:not(:focus-visible){outline:none}.Button:not(.Button--linkButton):focus-visible,.Link:not(.Link--linkType):focus-visible,.MessagesCarousel__dots__item:focus-visible,[class^=Card]:focus-visible{outline-offset:-4px;position:relative;z-index:1}.Button:not(.Button--linkButton):focus-visible *,.Link:not(.Link--linkType):focus-visible *,.MessagesCarousel__dots__item:focus-visible *,[class^=Card]:focus-visible *{z-index:-1}:not(input[type=text],textarea):focus-visible{outline:4px solid var(--sky50)}:not(input[type=text],textarea):focus-visible+.RadioInputList__checkmark{outline:4px solid var(--sky50)}@media only screen and (max-width:1024px){:not(input[type=text],textarea):focus-visible+.RadioInputList__checkmark{outline:none}}@media only screen and (max-width:1024px){:not(input[type=text],textarea):focus-visible{outline:none}}.acc-hidden{clip:rect(0 0 0 0);border:0;clip-path:inset(50%);height:1px;margin:-1px;overflow:hidden;padding:0;position:absolute;white-space:nowrap;width:1px}@media (prefers-reduced-motion:reduce){*,:after,:before{animation:none!important;scroll-behavior:auto!important;transition:none!important}}.BypassBlock__firstEl{display:none}.BypassBlock__wrapper{align-items:center;background-color:var(--grey10);display:flex;height:1px;left:-1000px;outline:none;overflow:hidden;padding:8px 40px;position:absolute;text-align:left;top:-1000px;width:1px}.BypassBlock__wrapper:focus{height:auto;left:0;position:fixed;top:0;width:100%;z-index:99}.BypassBlock__wrapper:focus~#__nuxt{top:48px}.BypassBlock__wrapper:focus~#__nuxt .Ibar>.Ibar__journal--mix,.BypassBlock__wrapper:focus~#__nuxt .Ibar>.Ibar__main{top:47px}.BypassBlock__wrapper:focus~#__nuxt .Ibar>.Ibar__journal{top:112px}.BypassBlock__button{background-color:var(--blue50);border-radius:32px;font-size:.875rem;line-height:1.25rem;line-height:1.2rem;padding:6px 16px}.BypassBlock__button,.TooltipD{color:var(--white);font-weight:500}.TooltipD{background:var(--black);border-radius:2px;box-shadow:0 0 2px #2828281f,0 0 1px #28282814,0 0 3px #2828280a;box-sizing:border-box;font-size:.75rem;line-height:1.0625rem;max-width:360px;opacity:0;padding:3px 8px;position:fixed;transition:opacity .24s cubic-bezier(.37,.74,.15,1);width:auto;z-index:2000}.TooltipD:after{bottom:-10px;color:var(--black);content:"";font-family:Frontiers-Iconography-Next!important;font-size:16px;height:16px;position:absolute;right:calc(50% - 8px);width:16px}.TooltipD--bottom:after{bottom:auto;top:-10px;transform:rotate(180deg)}.TooltipD--right:after{right:12px}.TooltipD--left:after{left:12px;right:auto}.TooltipD--side.TooltipD--left:after{bottom:calc(50% - 8px);left:auto;right:-10px;transform:rotate(-90deg)}.TooltipD--side.TooltipD--right:after{bottom:calc(50% - 8px);left:-10px;right:auto;transform:rotate(90deg)}.FloatingDirectiveElement{--floating-element-margin:40px;bottom:0;margin:0;opacity:0;position:fixed;right:var(--floating-element-margin);transition:opacity .48s cubic-bezier(.37,.74,.15,1),visibility .48s cubic-bezier(.37,.74,.15,1),bottom .48s cubic-bezier(.37,.74,.15,1);visibility:hidden;z-index:30}@media only screen and (max-width:1024px){.FloatingDirectiveElement{--floating-element-margin:24px}}@media only screen and (max-width:563px){.FloatingDirectiveElement{--floating-element-margin:16px}}.FloatingDirectiveElement--visible{bottom:var(--floating-element-margin);opacity:1;visibility:visible}.FloatingDirectiveElement--left{left:var(--floating-element-margin);right:auto}.FloatingDirectiveElement--center{right:50%;transform:translate(50%)}.FloatingDirectiveElement--footerRelative{bottom:auto;position:absolute;top:calc(var(--floating-element-margin)*-1);transform:translateY(-100%)}.FloatingDirectiveElement--footerRelative.FloatingDirectiveElement--center{transform:translate(50%,-100%)}.Popover{--popover-offset:16px;--popover-arrow-offset:16px;--popover-translateX:0;--popover-translateY:0;background:var(--white);border-radius:8px;box-shadow:0 0 10px #2828281f,0 0 14px #28282814,0 0 5px #2828280a;opacity:1;padding:28px 16px 16px;position:absolute;transform:translate(var(--popover-translateX),var(--popover-translateY));width:320px;z-index:11}@media screen and (max-width:400px){.Popover{width:calc(100% - 32px)}}.Popover--top{--popover-translateY:calc(-100% - var(--popover-offset))}.Popover--bottom{--popover-translateY:var(--popover-offset)}.Popover--bottom.Popover--acenter,.Popover--top.Popover--acenter{--popover-translateX:-50%}.Popover--bottom.Popover--aright,.Popover--top.Popover--aright{--popover-translateX:-100%}.Popover--left{--popover-translateX:calc(-100% - var(--popover-offset))}.Popover--right{--popover-translateX:var(--popover-offset)}.Popover--left.Popover--acenter,.Popover--right.Popover--acenter{--popover-translateY:-50%}.Popover--left.Popover--abottom,.Popover--right.Popover--abottom{--popover-translateY:-100%}.Popover__arrow{align-items:center;background-color:inherit;display:flex;height:0;justify-content:center;overflow:visible;position:absolute;width:0}.Popover__arrow:before{background-color:inherit;content:"";flex:0 0 auto;height:8px;transform:rotate(45deg);width:8px}.Popover__arrow--topcenter{bottom:0;left:50%}.Popover__arrow--topleft{bottom:0;left:var(--popover-arrow-offset)}.Popover__arrow--topright{bottom:0;right:var(--popover-arrow-offset)}.Popover__arrow--bottomcenter{left:50%;top:0}.Popover__arrow--bottomleft{left:var(--popover-arrow-offset);top:0}.Popover__arrow--bottomright{right:var(--popover-arrow-offset);top:0}.Popover__arrow--leftcenter{right:0;top:50%}.Popover__arrow--lefttop{right:0;top:var(--popover-arrow-offset)}.Popover__arrow--leftbottom{bottom:var(--popover-arrow-offset);right:0}.Popover__arrow--rightcenter{left:0;top:50%}.Popover__arrow--righttop{left:0;top:var(--popover-arrow-offset)}.Popover__arrow--rightbottom{bottom:var(--popover-arrow-offset);left:0}.Popover__close{display:grid;height:24px;place-items:center;position:absolute;right:4px;top:4px;width:24px}.Popover__close:after{color:var(--grey80);content:"";font-family:Frontiers-Iconography-Next!important;font-size:16px}.Popover__title{color:#282828;font-size:1rem;font-weight:500;line-height:1.375rem}.Popover__content{color:#545454;font-size:.875rem;font-weight:500;line-height:1.25rem;max-height:220px;overflow:auto}.Popover__content::-webkit-scrollbar{-webkit-appearance:none;background:var(--white);height:12px;width:12px}.Popover__content::-webkit-scrollbar-thumb{background-color:#28282866;border:4px solid var(--white);border-radius:8px;-webkit-box-shadow:0 0 1px hsla(0,0%,100%,.5)}@-moz-document url-prefix(){.Popover__content{scrollbar-width:thin}}.Popover__content p{color:#545454;font-size:.875rem;font-weight:500;line-height:1.25rem}.Popover__content:last-child{margin-bottom:0}:root{--museo-font:MuseoSans,Helvetica,Arial,sans-serif;--ibar-bypass-offset:0px;font-size:16px} </style><style>:root{--ibar-protection-spacing:120px}@media only screen and (max-width:1024px){:root{--ibar-protection-spacing:48px}}body{background:#f7f7f7}.Layout{padding-top:var(--ibar-protection-spacing)}.Layout__body{margin-bottom:var(--spacing-vertical-xl);margin-left:auto;margin-right:auto;margin-top:32px;width:var(--layout-col-20)}@media only screen and (max-width:768px){.Layout__body{width:var(--layout-col-14)}}@media only screen and (max-width:563px){.Layout__body{width:var(--layout-col-8)}}@media only screen and (max-width:1024px){.Layout__body{margin-top:16px}}.Layout__body--mainAside{display:flex;flex-wrap:nowrap;justify-content:space-between}@media only screen and (max-width:1441px){.Layout__body--mainAside{flex-wrap:wrap}}.Layout__main{width:var(--layout-col-15)}@media only screen and (max-width:1441px){.Layout__main{width:var(--layout-col-20)}}@media only screen and (max-width:1024px){.Layout__main{width:100%}}.Layout__main--xs{width:var(--layout-col-12)}@media only screen and (max-width:1280px){.Layout__main--xs{width:var(--layout-col-13)}}@media only screen and (max-width:1024px){.Layout__main--xs{width:100%}}.Layout__main .SearchBar__wrapper+h2{margin-top:var(--spacing-vertical-sm)}.Layout__main .QuickFilters{margin-bottom:32px}@media only screen and (max-width:1024px){.Layout__main .QuickFilters{margin-bottom:16px}}.Layout__main .QuickFilters__item{padding-top:0}.Layout__main .Breadcrumbs{margin-bottom:32px}@media only screen and (max-width:1024px){.Layout__main .Breadcrumbs{margin-bottom:16px}}.Layout__main .Author__info{margin-left:32px}@media only screen and (max-width:1024px){.Layout__main .Author__info{margin-left:24px}}@media only screen and (max-width:563px){.Layout__main .Author__info{margin-left:0;margin-top:16px}}.Layout__section--sm{margin-top:var(--spacing-vertical-sm)}.Layout__section--xl{margin-top:var(--spacing-vertical-xl)}.Layout__section h2{margin-top:0}.Layout__section__header{align-items:baseline;display:flex;gap:24px;margin:80px 0 32px}@media only screen and (max-width:1024px){.Layout__section__header{gap:16px;margin:64px 0 24px}}.Layout__section__header .Link__wrapper.Link__wrapper.Link__wrapper{margin-top:0}.Layout__aside{width:var(--layout-col-5)}@media only screen and (max-width:1280px){.Layout__aside{width:var(--layout-col-6)}}@media only screen and (max-width:1024px){.Layout__aside{margin-top:64px;width:100%}}@media only screen and (max-width:1441px){.Layout__aside--home{display:grid;gap:var(--layout-gap);grid-template-columns:repeat(3,1fr);margin-top:80px;width:100%}}@media only screen and (max-width:1024px){.Layout__aside--home{display:flex;flex-direction:column;gap:48px;margin-top:64px}}@media only screen and (max-width:1441px){.Layout__aside--home .AsidePosts__image{width:56px}}@media only screen and (max-width:1280px){.Layout__aside--home .AsidePosts__image{width:48px}}@media only screen and (max-width:1024px){.Layout__aside--home .AsidePosts__image{width:var(--layout-col-3)}}@media only screen and (max-width:768px){.Layout__aside--home .AsidePosts__image{width:var(--layout-col-2)}}@media only screen and (max-width:563px){.Layout__aside--home .AsidePosts__image{width:var(--layout-col-3)}}.Layout__aside__title{border-top:1px solid var(--grey40);color:#282828;font-size:1rem;font-weight:700;line-height:1.375rem;margin-bottom:24px;margin-top:24px;padding-bottom:8px;padding-top:32px;position:relative}.Layout__aside__title:first-child{border-top:none;margin-top:0;padding-top:0}.Layout__aside__title:after{background:var(--grey80);bottom:0;content:"";height:2px;left:0;position:absolute;width:48px}.Layout__aside__divider{background:var(--grey40);height:1px;margin:24px 0 32px;width:100%}@media only screen and (max-width:1441px){.Layout__aside__divider{display:none}}.Layout__aside__posts{grid-column:1/3}@media only screen and (max-width:1441px){.Layout__aside__grid{-moz-column-gap:var(--layout-gap);column-gap:var(--layout-gap);display:grid;grid-template-columns:repeat(2,1fr)}}@media only screen and (max-width:563px){.Layout__aside__grid{grid-template-columns:repeat(1,1fr)}}.Layout__aside__categories{grid-column:3/4}.Layout__aside .SearchBar{height:48px}.Layout__aside .SearchBar__wrapper{margin-bottom:32px}@media only screen and (max-width:1024px){.Layout__aside .SearchBar__wrapper{display:none}}.Layout__aside .SearchBar__input{font-size:1rem;font-weight:300;line-height:1.375rem;margin:0 0 0 8px;padding:0}.Layout__aside .SearchBar__hint{font-size:.75rem;font-weight:300;line-height:1.0625rem;margin-top:4px}.Layout__aside .SearchBar i{--icon-size:16px}.Layout__noData{color:#6b6b6b;font-size:1.125rem;font-weight:500;line-height:1.75rem;padding-left:32px;position:relative}@media only screen and (max-width:563px){.Layout__noData{font-size:1rem;line-height:1.375rem;padding-left:24px}}.Layout__noData:before{content:"";font-family:Frontiers-Iconography-Next!important;font-size:24px;left:0;position:absolute;top:1px}@media only screen and (max-width:563px){.Layout__noData:before{font-size:16px;top:0}}.Layout .CardDownload__Authors{flex:1}.Layout .RadioInputList__checkmark{background:var(--black);border:none} </style><style>#__nuxt{position:relative} </style><style>.ErrorPage[data-v-dff08d6e]{align-items:center;box-sizing:border-box;display:flex;flex-direction:column;margin:0 auto;max-width:592px;padding:156px var(--layout-gap);width:100%}@media only screen and (max-width:1024px){.ErrorPage[data-v-dff08d6e]{padding:120px var(--layout-gap)}}.ErrorPage__icon[data-v-dff08d6e]{--error-icon-size:88px;height:var(--error-icon-size);position:relative;width:var(--error-icon-size)}@media only screen and (max-width:1024px){.ErrorPage__icon[data-v-dff08d6e]{--error-icon-size:64px}}.ErrorPage__icon[data-v-dff08d6e]:after{background:url(data:image/svg+xml;base64,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);background-size:var(--error-icon-size) var(--error-icon-size);content:"";height:var(--error-icon-size);left:0;position:absolute;top:0;width:var(--error-icon-size)}.ErrorPage__icon--internal[data-v-dff08d6e]:after{background:url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI4OCIgaGVpZ2h0PSI4OCIgZmlsbD0ibm9uZSI+PHBhdGggZmlsbD0iIzAwMTk5MSIgZmlsbC1ydWxlPSJldmVub2RkIiBkPSJNNzAuNjcgNzcuMzMzVjEwLjY2N2w2LjE3NSA2LjE4M2MuMzE3LjMwOC40OTIuNzMzLjQ5MiAxLjE3NXY2NC4zMDhjMCAuOTE3LS43NSAxLjY2Ny0xLjY2NyAxLjY2N0gxMi4zMzdjLS45MTcgMC0xLjY2Ny0uNzUtMS42NjctMS42NjdWNS42NjdjMC0uOTE3Ljc1LTEuNjY3IDEuNjY3LTEuNjY3SDYzLjMyYy40NDIgMCAuODU4LjE3NSAxLjE3NS40OTJsNi4xNzUgNi4xNzV2Ni42NjZoLTVjLS45MTcgMC0xLjY2Ny0uNzUtMS42NjctMS42Njd2LTVIMTcuMzM3djY2LjY2N0g3MC42N1oiIGNsaXAtcnVsZT0iZXZlbm9kZCIvPjxwYXRoIGZpbGw9InVybCgjYSkiIGQ9Ik0zOS4wNzYgMzguODc0aC0zLjMzM2MtLjkxNyAwLTEuNjY3LS43NS0xLjY2Ny0xLjY2NnYtNWEzLjMzMiAzLjMzMiAwIDEgMSA2LjY2NiAwdjVjMCAuOTE2LS43NSAxLjY2Ni0xLjY2NiAxLjY2NloiLz48cGF0aCBmaWxsPSJ1cmwoI2IpIiBkPSJNNTIuNDA4IDM4Ljg3NGgtMy4zMzNjLS45MTcgMC0xLjY2Ny0uNzUtMS42NjctMS42NjZ2LTVhMy4zMzIgMy4zMzIgMCAxIDEgNi42NjYgMHY1YzAgLjkxNi0uNzUgMS42NjYtMS42NjYgMS42NjZaIi8+PHBhdGggZmlsbD0idXJsKCNjKSIgZD0iTTQ0LjA3NCA0Mi4yMDhjOC41NzQgMCAxNS42NjYgNi41MTYgMTYuNTY2IDE0Ljg1Ny4xMDguOTc1LS42ODQgMS44MDgtMS42NjcgMS44MDhoLTMuMzU4Yy0uODA4IDAtMS41MzMtLjU4My0xLjY0Mi0xLjM4My0uNjc1LTQuODY3LTQuODU4LTguNjE2LTkuODk5LTguNjE2LTUuMDQxIDAtOS4yMjQgMy43NS05LjkgOC42MTYtLjEwOC44MDgtLjgzMiAxLjM4My0xLjY0IDEuMzgzaC0zLjM1OWMtLjk3NSAwLTEuNzY2LS44NDItMS42NjYtMS44MDguOS04LjM0MSA3Ljk5LTE0Ljg1NyAxNi41NjUtMTQuODU3WiIvPjxkZWZzPjxsaW5lYXJHcmFkaWVudCBpZD0iYSIgeDE9Ii0zLjI0MiIgeDI9Ijc1LjQzOSIgeTE9Ijc1LjAxNCIgeTI9Ii0zLjY2NyIgZ3JhZGllbnRVbml0cz0idXNlclNwYWNlT25Vc2UiPjxzdG9wIHN0b3AtY29sb3I9IiMwMEEwREMiLz48c3RvcCBvZmZzZXQ9IjEiIHN0b3AtY29sb3I9IiM5OUQ5RjEiLz48L2xpbmVhckdyYWRpZW50PjxsaW5lYXJHcmFkaWVudCBpZD0iYiIgeDE9IjMuNDI0IiB4Mj0iODIuMTA1IiB5MT0iODEuNjgiIHkyPSIyLjk5OSIgZ3JhZGllbnRVbml0cz0idXNlclNwYWNlT25Vc2UiPjxzdG9wIHN0b3AtY29sb3I9IiMwMEEwREMiLz48c3RvcCBvZmZzZXQ9IjEiIHN0b3AtY29sb3I9IiM5OUQ5RjEiLz48L2xpbmVhckdyYWRpZW50PjxsaW5lYXJHcmFkaWVudCBpZD0iYyIgeDE9IjgyLjE0NyIgeDI9IjMuNDY2IiB5MT0iMTYuODIyIiB5Mj0iOTUuNTAzIiBncmFkaWVudFVuaXRzPSJ1c2VyU3BhY2VPblVzZSI+PHN0b3Agc3RvcC1jb2xvcj0iIzAwQTBEQyIvPjxzdG9wIG9mZnNldD0iMSIgc3RvcC1jb2xvcj0iIzk5RDlGMSIvPjwvbGluZWFyR3JhZGllbnQ+PC9kZWZzPjwvc3ZnPg==)}.ErrorPage h1[data-v-dff08d6e]{font-size:2.5rem;font-weight:500;line-height:3.5rem;margin:32px 0}@media only screen and (max-width:1280px){.ErrorPage h1[data-v-dff08d6e]{font-size:2rem;line-height:2.75rem}}@media only screen and (max-width:1024px){.ErrorPage h1[data-v-dff08d6e]{margin:24px 0}}@media only screen and (max-width:563px){.ErrorPage h1[data-v-dff08d6e]{font-size:1.5rem;line-height:2.0625rem}}.ErrorPage p[data-v-dff08d6e]{font-size:1rem;font-weight:300;line-height:1.375rem}.ErrorPage>.Button[data-v-dff08d6e],.ErrorPage>a[data-v-dff08d6e]{display:block;margin-top:24px}@media only screen and (max-width:563px){.ErrorPage>.Button[data-v-dff08d6e],.ErrorPage>a[data-v-dff08d6e]{width:100%}}.ErrorPage .Button[data-v-dff08d6e]{color:#282828}.ErrorPage .Button[data-v-dff08d6e]:after{color:#282828;top:10px}@media only screen and (max-width:563px){.ErrorPage .Button[data-v-dff08d6e]{padding:8px 24px;width:100%}.ErrorPage .Button[data-v-dff08d6e]:after{margin-left:8px;position:relative;right:0;top:0}}.ErrorPage__debugInfo[data-v-dff08d6e]{word-wrap:break-word;background:var(--white);border:2px solid var(--grey80);border-radius:8px;font-size:12px;line-height:1.5;margin:24px 8px;overflow-x:auto;padding:16px;white-space:pre-wrap}.ErrorPage__debugInfo div[data-v-dff08d6e],.ErrorPage__debugInfo pre[data-v-dff08d6e]{font-size:1.4em;text-align:left}.ErrorPage__debugInfo label[data-v-dff08d6e]{font-size:1.1em;font-weight:500}.ErrorPage *[data-v-dff08d6e]{text-align:center} </style></head> <body ><div id="__nuxt"><!--[--><!----><!--[--><h1 class="acc-hidden">Frontiers | Science News</h1><nav class="Ibar"><div class="Ibar__main"><div class="Ibar__wrapper"><button class="Ibar__burger" aria-label="Open Menu" data-event="iBar-btn-openMenu"></button><div class="Ibar__logo"><a href="//www.frontiersin.org/" aria-label="Frontiershome" data-event="iBar-a-home" class="Ibar__logo__link"><svg class="Ibar__logo__svg" viewBox="0 0 2811 590" fill="none" xmlns="http://www.w3.org/2000/svg"><path class="Ibar__logo__text" d="M633.872 234.191h-42.674v-57.246h42.674c0-19.776 2.082-35.389 5.204-48.92 4.164-13.53 9.368-23.939 17.695-31.225 8.326-8.326 18.735-13.53 32.266-16.653 13.531-3.123 29.143-5.204 47.878-5.204h21.858c7.286 0 14.572 1.04 21.857 1.04v62.451c-8.326-1.041-16.653-2.082-23.939-2.082-10.408 0-17.694 1.041-23.939 4.164-6.245 3.122-9.368 10.408-9.368 22.898v13.531h53.083v57.246h-53.083v213.372h-89.512V234.191zM794.161 176.945h86.39v47.879h1.041c6.245-17.694 16.653-30.185 31.225-39.552 14.572-9.368 31.225-13.531 49.96-13.531h10.409c3.122 0 7.286 1.041 10.408 2.082v81.185c-6.245-2.082-11.449-3.122-16.653-4.163-5.204-1.041-11.449-1.041-16.654-1.041-11.449 0-20.816 2.082-29.143 5.204-8.327 3.123-15.613 8.327-20.817 14.572-5.204 6.245-10.408 12.49-12.49 20.817-3.123 8.326-4.163 15.612-4.163 23.939v133.228h-88.472V176.945h-1.041zM989.84 312.254c0-19.776 3.122-39.552 10.41-56.205 7.28-17.695 16.65-32.266 29.14-45.797 12.49-13.531 27.06-22.899 44.76-30.185 17.69-7.285 36.43-11.449 57.24-11.449 20.82 0 39.56 4.164 57.25 11.449 17.69 7.286 32.27 17.695 45.8 30.185 12.49 12.49 22.9 28.102 29.14 45.797 7.29 17.694 10.41 36.429 10.41 56.205 0 20.817-3.12 39.552-10.41 57.246-7.29 17.695-16.65 32.266-29.14 44.756-12.49 12.49-28.11 22.899-45.8 30.185-17.69 7.286-36.43 11.449-57.25 11.449-20.81 0-40.59-4.163-57.24-11.449-17.7-7.286-32.27-17.695-44.76-30.185-12.49-12.49-21.86-28.102-29.14-44.756-7.288-17.694-10.41-36.429-10.41-57.246zm88.47 0c0 8.327 1.04 17.694 3.12 26.021 2.09 9.368 5.21 16.653 9.37 23.939 4.16 7.286 9.37 13.531 16.65 17.695 7.29 4.163 15.62 7.285 26.03 7.285 10.4 0 18.73-2.081 26.02-7.285 7.28-4.164 12.49-10.409 16.65-17.695 4.16-7.286 7.29-15.612 9.37-23.939 2.08-9.368 3.12-17.694 3.12-26.021 0-8.327-1.04-17.694-3.12-26.021-2.08-9.368-5.21-16.653-9.37-23.939-4.16-7.286-9.37-13.531-16.65-17.695-7.29-5.204-15.62-7.285-26.02-7.285-10.41 0-18.74 2.081-26.03 7.285-7.28 5.205-12.49 10.409-16.65 17.695-4.16 7.286-7.28 15.612-9.37 23.939-2.08 9.368-3.12 17.694-3.12 26.021zM1306.25 176.945h86.39v37.47h1.04c4.17-7.286 9.37-13.531 15.62-18.735 6.24-5.204 13.53-10.408 20.81-14.572 7.29-4.163 15.62-7.286 23.94-9.367 8.33-2.082 16.66-3.123 24.98-3.123 22.9 0 40.6 4.164 53.09 11.449 13.53 7.286 22.89 16.654 29.14 27.062 6.24 10.409 10.41 21.858 12.49 34.348 2.08 12.49 2.08 22.898 2.08 33.307v172.779h-88.47V316.417v-27.061c0-9.368-1.04-16.654-4.16-23.94-3.13-7.286-7.29-12.49-13.53-16.653-6.25-4.164-15.62-6.245-27.07-6.245-8.32 0-15.61 2.081-21.85 5.204-6.25 3.122-11.45 7.286-14.58 13.531-4.16 5.204-6.24 11.449-8.32 18.735s-3.12 14.572-3.12 21.858v145.717h-88.48V176.945zM1780.88 234.19h-55.17v122.819c0 10.408 3.12 17.694 8.33 20.817 6.24 3.122 13.53 5.204 22.9 5.204 4.16 0 7.28 0 11.45-1.041h11.45v65.573c-8.33 0-15.62 1.041-23.94 2.082-8.33 1.04-16.66 1.041-23.94 1.041-18.74 0-34.35-2.082-46.84-5.205-12.49-3.122-21.86-8.326-29.14-15.612-7.29-7.286-12.49-16.654-14.58-29.144-3.12-12.49-4.16-27.062-4.16-45.797V234.19h-44.76v-57.246h44.76V94.717h88.47v82.227h55.17v57.246zM1902.66 143.639h-88.48V75.984h88.48v67.655zm-89.52 33.307h88.48v270.618h-88.48V176.946zM2024.43 334.111c1.04 18.735 6.25 33.307 16.66 44.756 10.4 11.449 24.98 16.653 43.71 16.653 10.41 0 20.82-2.081 30.19-7.286 9.36-5.204 16.65-12.49 20.81-22.898h83.27c-4.16 15.613-10.41 29.144-19.78 40.593-9.36 11.449-19.77 20.817-31.22 28.102-12.49 7.286-24.98 12.491-39.55 16.654-14.57 3.122-29.15 5.204-43.72 5.204-21.86 0-41.63-3.122-60.37-9.367-18.73-6.246-34.34-15.613-46.83-28.103-12.49-12.49-22.9-27.062-30.19-45.797-7.28-17.694-10.41-38.511-10.41-60.369 0-20.817 4.17-39.552 11.45-57.246 7.29-17.694 17.7-32.266 31.23-44.756 13.53-12.49 29.14-21.858 46.83-29.144 17.7-7.286 36.43-10.408 56.21-10.408 23.94 0 45.8 4.163 63.49 12.49 17.7 8.327 33.31 19.776 44.76 35.389 11.45 15.612 20.81 32.266 26.02 52.042 5.2 19.776 8.33 41.633 7.28 64.532h-199.84v-1.041zm110.33-49.961c-1.04-15.612-6.24-28.102-15.61-39.551-9.37-10.409-21.86-16.654-37.47-16.654s-28.1 5.204-38.51 15.613c-10.41 10.408-16.66 23.939-18.74 40.592h110.33zM2254.46 176.945h86.39v47.879h1.04c6.25-17.694 16.65-30.185 31.23-39.552 14.57-9.368 31.22-13.531 49.96-13.531h10.4c3.13 0 7.29 1.041 10.41 2.082v81.185c-6.24-2.082-11.45-3.122-16.65-4.163-5.21-1.041-11.45-1.041-16.65-1.041-11.45 0-20.82 2.082-29.15 5.204-8.32 3.123-15.61 8.327-20.81 14.572-6.25 6.245-10.41 12.49-12.49 20.817-3.13 8.326-4.17 15.612-4.17 23.939v133.228h-88.47V176.945h-1.04zM2534.45 359.091c0 7.286 1.04 12.49 4.16 17.694 3.12 5.204 6.24 9.368 10.41 12.49 4.16 3.123 9.36 5.204 14.57 7.286 6.24 2.082 11.45 2.082 17.69 2.082 4.17 0 8.33 0 13.53-2.082 5.21-1.041 9.37-3.123 13.53-5.204 4.17-2.082 7.29-5.204 10.41-9.368 3.13-4.163 4.17-8.327 4.17-13.531 0-5.204-2.09-9.367-5.21-12.49-3.12-3.122-7.28-6.245-11.45-8.327-4.16-2.081-9.36-4.163-14.57-5.204-5.2-1.041-9.37-2.081-13.53-3.122-13.53-3.123-28.1-6.245-42.67-9.368-14.58-3.122-28.11-7.286-40.6-12.49-12.49-6.245-22.9-13.531-30.18-23.939-8.33-10.409-11.45-23.94-11.45-42.675 0-16.653 4.16-30.184 11.45-40.592 8.33-10.409 17.69-18.736 30.18-24.981 12.49-6.245 26.02-10.408 40.6-13.53 14.57-3.123 28.1-4.164 41.63-4.164 14.57 0 29.14 1.041 43.71 4.164 14.58 2.081 27.07 7.285 39.56 13.53 12.49 6.245 21.85 15.613 29.14 27.062 7.29 11.45 11.45 26.021 12.49 43.716h-82.23c0-10.409-4.16-18.736-11.45-23.94-7.28-4.163-16.65-7.286-28.1-7.286-4.16 0-8.32 0-12.49 1.041-4.16 1.041-8.32 1.041-12.49 2.082-4.16 1.041-7.28 3.122-9.37 6.245-2.08 3.122-4.16 6.245-4.16 11.449 0 6.245 3.12 11.449 10.41 15.613 6.24 4.163 14.57 7.286 24.98 10.408 10.41 2.082 20.82 5.204 32.27 7.286 11.44 2.082 22.89 4.163 33.3 6.245 13.53 3.123 24.98 7.286 33.31 13.531 9.37 6.245 15.61 12.49 20.82 19.776 5.2 7.286 9.36 14.572 11.45 21.858 2.08 7.285 3.12 13.53 3.12 19.776 0 17.694-4.17 33.306-11.45 45.796-8.33 12.491-17.7 21.858-30.19 30.185-12.49 7.286-26.02 12.49-41.63 16.653-15.61 3.123-31.22 5.204-45.8 5.204-15.61 0-32.26-1.04-47.87-4.163-15.62-3.122-29.15-8.327-41.64-15.612a83.855 83.855 0 01-30.18-30.185c-8.33-12.49-12.49-28.102-12.49-46.838h84.31v-2.081z" fill="#FFFFFF"></path><path d="M0 481.911V281.028l187.351-58.287v200.882L0 481.911z" fill="#8BC53F"></path><path d="M187.351 423.623V222.741l126.983 87.431v200.882l-126.983-87.431z" fill="#EBD417"></path><path d="M126.982 569.341L0 481.911l187.351-58.287 126.983 87.43-187.352 58.287z" fill="#034EA1"></path><path d="M183.188 212.331l51.001-116.574 65.573 155.085-51.001 116.574-65.573-155.085z" fill="#712E74"></path><path d="M248.761 367.415l51.001-116.574 171.739-28.102-49.96 115.533-172.78 29.143z" fill="#009FD1"></path><path d="M299.762 250.842L234.189 95.757l171.739-28.103 65.573 155.085-171.739 28.103z" fill="#F6921E"></path><path d="M187.352 222.741L59.328 198.802 44.757 71.819 172.78 95.76l14.572 126.982z" fill="#DA2128"></path><path d="M172.78 95.758L44.757 71.818l70.777-70.776 128.023 23.94-70.777 70.776z" fill="#25BCBD"></path><path d="M258.129 153.005l-70.777 69.736-14.571-126.982 70.777-70.778 14.571 128.024z" fill="#00844A"></path></svg></a></div><a href="https://www.frontiersin.org/news" class="Ibar__journalName" data-event="iBar-a-journalHome"><div class="Ibar__journalName__container" logoclass="Ibar__logo--mixed"><div class="Ibar__journal__maskLogo" style="display:none;"><img class="Ibar__journal__logo" src></div><div class="Ibar__journalName"><!----><span>Science news</span></div></div></a><div class="Ibar__dropdown--aboutUs" parent-data-event="iBar"><div class="Ibar__dropdown"><button class="Ibar__dropdown__trigger"><!----> About us</button><div class="Ibar__dropdown__menu"><div class="Ibar__dropdown__menu__header"><button class="Ibar__dropdown__menu__header__title" aria-label="Close Dropdown">About us</button><button class="Ibar__close" aria-label="Close Dropdown"></button></div><!--[--><div class="Ibar__dropdown__about"><!--[--><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Who we are</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/mission" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">Mission and values</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/history" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">History</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/leadership" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">Leadership</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/awards" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">Awards</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Impact and progress</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/impact" target="_self" data-event="iBar-aboutUs_1-a_impactAndProgress">Frontiers' impact</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://progressreport.frontiersin.org/?utm_source=fweb&utm_medium=frep&utm_campaign=pr20" target="_blank" data-event="iBar-aboutUs_1-a_impactAndProgress">Progress Report 2022</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/annual-reports" target="_self" data-event="iBar-aboutUs_1-a_impactAndProgress">All annual reports</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Publishing model</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/how-we-publish" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">How we publish</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/open-access" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Open access</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/fee-policy" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Fee policy</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/peer-review" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Peer review</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/research-integrity" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Research integrity</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/research-topics" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Research Topics</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Services</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://publishingpartnerships.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_3-a_services">Societies</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/open-access-agreements/consortia" target="_self" data-event="iBar-aboutUs_3-a_services">National consortia</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/open-access-agreements" target="_self" data-event="iBar-aboutUs_3-a_services">Institutional partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/collaborators" target="_self" data-event="iBar-aboutUs_3-a_services">Collaborators</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">More from Frontiers</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://forum.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Frontiers Forum</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersplanetprize.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Frontiers Planet Prize</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://pressoffice.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Press office</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.orgabout/sustainability" target="_self" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Sustainability</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://careers.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Career opportunities</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/contact" target="_self" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Contact us</a></li><!--]--></ul><!--]--></div><!--]--></div></div></div><!--[--><a class="Ibar__link" href="https://www.frontiersin.org/journals" data-event="iBar-a-allJournals">All journals</a><a class="Ibar__link" href="https://www.frontiersin.org/articles" data-event="iBar-a-allArticles">All articles</a><!--]--><a class="Ibar__button Ibar__submit" href="https://www.frontiersin.org/submission/submit" data-event="iBar-a-submit">Submit your research</a><div class="Ibar__spacer"></div><a class="Ibar__icon Ibar__icon--search" href="//www.frontiersin.org/news/all" aria-label="Search" target="_self" data-event="iBar-a-search"><span>Search news</span></a><!----><!----><!----><div class="Ibar__userArea"></div></div></div><div><div class="Ibar__menu Ibar__menu--journal"><div class="Ibar__menu__header"><div class="Ibar__logo"><div class="Ibar__logo"><a href="//www.frontiersin.org/" aria-label="Frontiershome" data-event="iBar-a-home" class="Ibar__logo__link"><svg class="Ibar__logo__svg" viewBox="0 0 2811 590" fill="none" xmlns="http://www.w3.org/2000/svg"><path class="Ibar__logo__text" d="M633.872 234.191h-42.674v-57.246h42.674c0-19.776 2.082-35.389 5.204-48.92 4.164-13.53 9.368-23.939 17.695-31.225 8.326-8.326 18.735-13.53 32.266-16.653 13.531-3.123 29.143-5.204 47.878-5.204h21.858c7.286 0 14.572 1.04 21.857 1.04v62.451c-8.326-1.041-16.653-2.082-23.939-2.082-10.408 0-17.694 1.041-23.939 4.164-6.245 3.122-9.368 10.408-9.368 22.898v13.531h53.083v57.246h-53.083v213.372h-89.512V234.191zM794.161 176.945h86.39v47.879h1.041c6.245-17.694 16.653-30.185 31.225-39.552 14.572-9.368 31.225-13.531 49.96-13.531h10.409c3.122 0 7.286 1.041 10.408 2.082v81.185c-6.245-2.082-11.449-3.122-16.653-4.163-5.204-1.041-11.449-1.041-16.654-1.041-11.449 0-20.816 2.082-29.143 5.204-8.327 3.123-15.613 8.327-20.817 14.572-5.204 6.245-10.408 12.49-12.49 20.817-3.123 8.326-4.163 15.612-4.163 23.939v133.228h-88.472V176.945h-1.041zM989.84 312.254c0-19.776 3.122-39.552 10.41-56.205 7.28-17.695 16.65-32.266 29.14-45.797 12.49-13.531 27.06-22.899 44.76-30.185 17.69-7.285 36.43-11.449 57.24-11.449 20.82 0 39.56 4.164 57.25 11.449 17.69 7.286 32.27 17.695 45.8 30.185 12.49 12.49 22.9 28.102 29.14 45.797 7.29 17.694 10.41 36.429 10.41 56.205 0 20.817-3.12 39.552-10.41 57.246-7.29 17.695-16.65 32.266-29.14 44.756-12.49 12.49-28.11 22.899-45.8 30.185-17.69 7.286-36.43 11.449-57.25 11.449-20.81 0-40.59-4.163-57.24-11.449-17.7-7.286-32.27-17.695-44.76-30.185-12.49-12.49-21.86-28.102-29.14-44.756-7.288-17.694-10.41-36.429-10.41-57.246zm88.47 0c0 8.327 1.04 17.694 3.12 26.021 2.09 9.368 5.21 16.653 9.37 23.939 4.16 7.286 9.37 13.531 16.65 17.695 7.29 4.163 15.62 7.285 26.03 7.285 10.4 0 18.73-2.081 26.02-7.285 7.28-4.164 12.49-10.409 16.65-17.695 4.16-7.286 7.29-15.612 9.37-23.939 2.08-9.368 3.12-17.694 3.12-26.021 0-8.327-1.04-17.694-3.12-26.021-2.08-9.368-5.21-16.653-9.37-23.939-4.16-7.286-9.37-13.531-16.65-17.695-7.29-5.204-15.62-7.285-26.02-7.285-10.41 0-18.74 2.081-26.03 7.285-7.28 5.205-12.49 10.409-16.65 17.695-4.16 7.286-7.28 15.612-9.37 23.939-2.08 9.368-3.12 17.694-3.12 26.021zM1306.25 176.945h86.39v37.47h1.04c4.17-7.286 9.37-13.531 15.62-18.735 6.24-5.204 13.53-10.408 20.81-14.572 7.29-4.163 15.62-7.286 23.94-9.367 8.33-2.082 16.66-3.123 24.98-3.123 22.9 0 40.6 4.164 53.09 11.449 13.53 7.286 22.89 16.654 29.14 27.062 6.24 10.409 10.41 21.858 12.49 34.348 2.08 12.49 2.08 22.898 2.08 33.307v172.779h-88.47V316.417v-27.061c0-9.368-1.04-16.654-4.16-23.94-3.13-7.286-7.29-12.49-13.53-16.653-6.25-4.164-15.62-6.245-27.07-6.245-8.32 0-15.61 2.081-21.85 5.204-6.25 3.122-11.45 7.286-14.58 13.531-4.16 5.204-6.24 11.449-8.32 18.735s-3.12 14.572-3.12 21.858v145.717h-88.48V176.945zM1780.88 234.19h-55.17v122.819c0 10.408 3.12 17.694 8.33 20.817 6.24 3.122 13.53 5.204 22.9 5.204 4.16 0 7.28 0 11.45-1.041h11.45v65.573c-8.33 0-15.62 1.041-23.94 2.082-8.33 1.04-16.66 1.041-23.94 1.041-18.74 0-34.35-2.082-46.84-5.205-12.49-3.122-21.86-8.326-29.14-15.612-7.29-7.286-12.49-16.654-14.58-29.144-3.12-12.49-4.16-27.062-4.16-45.797V234.19h-44.76v-57.246h44.76V94.717h88.47v82.227h55.17v57.246zM1902.66 143.639h-88.48V75.984h88.48v67.655zm-89.52 33.307h88.48v270.618h-88.48V176.946zM2024.43 334.111c1.04 18.735 6.25 33.307 16.66 44.756 10.4 11.449 24.98 16.653 43.71 16.653 10.41 0 20.82-2.081 30.19-7.286 9.36-5.204 16.65-12.49 20.81-22.898h83.27c-4.16 15.613-10.41 29.144-19.78 40.593-9.36 11.449-19.77 20.817-31.22 28.102-12.49 7.286-24.98 12.491-39.55 16.654-14.57 3.122-29.15 5.204-43.72 5.204-21.86 0-41.63-3.122-60.37-9.367-18.73-6.246-34.34-15.613-46.83-28.103-12.49-12.49-22.9-27.062-30.19-45.797-7.28-17.694-10.41-38.511-10.41-60.369 0-20.817 4.17-39.552 11.45-57.246 7.29-17.694 17.7-32.266 31.23-44.756 13.53-12.49 29.14-21.858 46.83-29.144 17.7-7.286 36.43-10.408 56.21-10.408 23.94 0 45.8 4.163 63.49 12.49 17.7 8.327 33.31 19.776 44.76 35.389 11.45 15.612 20.81 32.266 26.02 52.042 5.2 19.776 8.33 41.633 7.28 64.532h-199.84v-1.041zm110.33-49.961c-1.04-15.612-6.24-28.102-15.61-39.551-9.37-10.409-21.86-16.654-37.47-16.654s-28.1 5.204-38.51 15.613c-10.41 10.408-16.66 23.939-18.74 40.592h110.33zM2254.46 176.945h86.39v47.879h1.04c6.25-17.694 16.65-30.185 31.23-39.552 14.57-9.368 31.22-13.531 49.96-13.531h10.4c3.13 0 7.29 1.041 10.41 2.082v81.185c-6.24-2.082-11.45-3.122-16.65-4.163-5.21-1.041-11.45-1.041-16.65-1.041-11.45 0-20.82 2.082-29.15 5.204-8.32 3.123-15.61 8.327-20.81 14.572-6.25 6.245-10.41 12.49-12.49 20.817-3.13 8.326-4.17 15.612-4.17 23.939v133.228h-88.47V176.945h-1.04zM2534.45 359.091c0 7.286 1.04 12.49 4.16 17.694 3.12 5.204 6.24 9.368 10.41 12.49 4.16 3.123 9.36 5.204 14.57 7.286 6.24 2.082 11.45 2.082 17.69 2.082 4.17 0 8.33 0 13.53-2.082 5.21-1.041 9.37-3.123 13.53-5.204 4.17-2.082 7.29-5.204 10.41-9.368 3.13-4.163 4.17-8.327 4.17-13.531 0-5.204-2.09-9.367-5.21-12.49-3.12-3.122-7.28-6.245-11.45-8.327-4.16-2.081-9.36-4.163-14.57-5.204-5.2-1.041-9.37-2.081-13.53-3.122-13.53-3.123-28.1-6.245-42.67-9.368-14.58-3.122-28.11-7.286-40.6-12.49-12.49-6.245-22.9-13.531-30.18-23.939-8.33-10.409-11.45-23.94-11.45-42.675 0-16.653 4.16-30.184 11.45-40.592 8.33-10.409 17.69-18.736 30.18-24.981 12.49-6.245 26.02-10.408 40.6-13.53 14.57-3.123 28.1-4.164 41.63-4.164 14.57 0 29.14 1.041 43.71 4.164 14.58 2.081 27.07 7.285 39.56 13.53 12.49 6.245 21.85 15.613 29.14 27.062 7.29 11.45 11.45 26.021 12.49 43.716h-82.23c0-10.409-4.16-18.736-11.45-23.94-7.28-4.163-16.65-7.286-28.1-7.286-4.16 0-8.32 0-12.49 1.041-4.16 1.041-8.32 1.041-12.49 2.082-4.16 1.041-7.28 3.122-9.37 6.245-2.08 3.122-4.16 6.245-4.16 11.449 0 6.245 3.12 11.449 10.41 15.613 6.24 4.163 14.57 7.286 24.98 10.408 10.41 2.082 20.82 5.204 32.27 7.286 11.44 2.082 22.89 4.163 33.3 6.245 13.53 3.123 24.98 7.286 33.31 13.531 9.37 6.245 15.61 12.49 20.82 19.776 5.2 7.286 9.36 14.572 11.45 21.858 2.08 7.285 3.12 13.53 3.12 19.776 0 17.694-4.17 33.306-11.45 45.796-8.33 12.491-17.7 21.858-30.19 30.185-12.49 7.286-26.02 12.49-41.63 16.653-15.61 3.123-31.22 5.204-45.8 5.204-15.61 0-32.26-1.04-47.87-4.163-15.62-3.122-29.15-8.327-41.64-15.612a83.855 83.855 0 01-30.18-30.185c-8.33-12.49-12.49-28.102-12.49-46.838h84.31v-2.081z" fill="#FFFFFF"></path><path d="M0 481.911V281.028l187.351-58.287v200.882L0 481.911z" fill="#8BC53F"></path><path d="M187.351 423.623V222.741l126.983 87.431v200.882l-126.983-87.431z" fill="#EBD417"></path><path d="M126.982 569.341L0 481.911l187.351-58.287 126.983 87.43-187.352 58.287z" fill="#034EA1"></path><path d="M183.188 212.331l51.001-116.574 65.573 155.085-51.001 116.574-65.573-155.085z" fill="#712E74"></path><path d="M248.761 367.415l51.001-116.574 171.739-28.102-49.96 115.533-172.78 29.143z" fill="#009FD1"></path><path d="M299.762 250.842L234.189 95.757l171.739-28.103 65.573 155.085-171.739 28.103z" fill="#F6921E"></path><path d="M187.352 222.741L59.328 198.802 44.757 71.819 172.78 95.76l14.572 126.982z" fill="#DA2128"></path><path d="M172.78 95.758L44.757 71.818l70.777-70.776 128.023 23.94-70.777 70.776z" fill="#25BCBD"></path><path d="M258.129 153.005l-70.777 69.736-14.571-126.982 70.777-70.778 14.571 128.024z" fill="#00844A"></path></svg></a></div></div><button class="Ibar__close" aria-label="Close Menu" data-event="iBarMenu-btn-closeMenu"></button></div><div class="Ibar__menu__wrapper"><div class="Ibar__menu__journal"><a href="https://www.frontiersin.org/news" data-event="iBarMenu-a-journalHome"><div class="Ibar__journalName__container"><div class="Ibar__journal__maskLogo" style="display:none;"><img class="Ibar__journal__logo" src></div><div class="Ibar__journalName"><!----><span>Science news</span></div></div></a><!----><!--[--><a class="Ibar__link" href="https://www.frontiersin.org/news/category/research-news" target="_self" data-event="iBar-a-researchNews">Research news</a><a class="Ibar__link" href="https://www.frontiersin.org/news/category/frontiers-updates" target="_self" data-event="iBar-a-frontiersUpdates">Frontiers updates</a><a class="Ibar__link" href="https://www.frontiersin.org/news/category/open-science" target="_self" data-event="iBar-a-openScience">Open science</a><a class="Ibar__link" href="https://pressoffice.frontiersin.org/download-assets" target="_blank" data-event="iBar-a-pressAssets">Press assets</a><!--]--><div parent-data-event="iBarMenu"><div class="Ibar__dropdown"><button class="Ibar__dropdown__trigger"><!----> All categories</button><div class="Ibar__dropdown__menu"><div class="Ibar__dropdown__menu__header"><button class="Ibar__dropdown__menu__header__title" aria-label="Close Dropdown">All categories</button><button class="Ibar__close" aria-label="Close Dropdown"></button></div><!--[--><div class="Ibar__dropdown__about"><!--[--><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/mind-and-body" target data-event="iBar-aboutJournal_0-a_mindAndBody">Mind and body</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/health" data-event="iBar-aboutJournal_0-a_health">Health</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/humanities" data-event="iBar-aboutJournal_1-a_humanities">Humanities</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/life-science" data-event="iBar-aboutJournal_2-a_lifeSciences">Life sciences</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/microbiome" data-event="iBar-aboutJournal_3-a_microbiome">Microbiome</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/neuroscience" data-event="iBar-aboutJournal_4-a_neuroscience">Neuroscience</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/psychiatry" data-event="iBar-aboutJournal_5-a_psychiatry">Psychiatry</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/psychology" data-event="iBar-aboutJournal_6-a_psychology">Psychology</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/social-science" data-event="iBar-aboutJournal_7-a_socialScience">Social science</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/earth-and-beyond" target data-event="iBar-aboutJournal_1-a_earthAndBeyond">Earth and beyond</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/climate-action" data-event="iBar-aboutJournal_0-a_climateAction">Climate action</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/earth-science" data-event="iBar-aboutJournal_1-a_earthScience">Earth science</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/environment" data-event="iBar-aboutJournal_2-a_environment">Environment</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/space-sciences-astronomy" data-event="iBar-aboutJournal_3-a_spaceSciencesAndAs">Space sciences and astronomy</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/sustainability" data-event="iBar-aboutJournal_4-a_sustainability">Sustainability</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/future-tech" target data-event="iBar-aboutJournal_2-a_futureTech">Future tech</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/engineering" data-event="iBar-aboutJournal_0-a_engineering">Engineering</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/robotics-and-ai" data-event="iBar-aboutJournal_1-a_roboticsAndAi">Robotics and AI</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/frontiers-updates" target data-event="iBar-aboutJournal_3-a_frontiersUpdates">Frontiers updates</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/frontiers-announcements" data-event="iBar-aboutJournal_0-a_frontiersNews">Frontiers news</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/impact-analysis" data-event="iBar-aboutJournal_1-a_impactAnalysis">Impact analysis</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/institutional-partnership" data-event="iBar-aboutJournal_2-a_institutionalPartn">Institutional partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/publishing-partnerships" data-event="iBar-aboutJournal_3-a_publishingPartners">Publishing partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/society-journal-news" data-event="iBar-aboutJournal_4-a_societyJournalNews">Society journal news</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/open-science" target data-event="iBar-aboutJournal_4-a_openScience">Open science</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/ebooks" data-event="iBar-aboutJournal_0-a_eBooks">eBooks</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/open-science-and-peer-review" data-event="iBar-aboutJournal_1-a_openScienceAndPeer">Open science and peer review</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/open-science-policy" data-event="iBar-aboutJournal_2-a_openSciencePolicy">Open science policy</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/research-topics" data-event="iBar-aboutJournal_3-a_researchTopics">Research Topics</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/young-minds" data-event="iBar-aboutJournal_4-a_youngMinds">Young Minds</a></li><!--]--></ul><!--]--></div><!--]--></div></div></div></div><div class="Ibar__dropdown--aboutUs" parent-data-event="iBarMenu"><div class="Ibar__dropdown"><button class="Ibar__dropdown__trigger"><!----> About us</button><div class="Ibar__dropdown__menu"><div class="Ibar__dropdown__menu__header"><button class="Ibar__dropdown__menu__header__title" aria-label="Close Dropdown">About us</button><button class="Ibar__close" aria-label="Close Dropdown"></button></div><!--[--><div class="Ibar__dropdown__about"><!--[--><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Who we are</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/mission" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">Mission and values</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/history" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">History</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/leadership" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">Leadership</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/awards" target="_self" data-event="iBar-aboutUs_0-a_whoWeAre">Awards</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Impact and progress</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/impact" target="_self" data-event="iBar-aboutUs_1-a_impactAndProgress">Frontiers' impact</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://progressreport.frontiersin.org/?utm_source=fweb&utm_medium=frep&utm_campaign=pr20" target="_blank" data-event="iBar-aboutUs_1-a_impactAndProgress">Progress Report 2022</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/annual-reports" target="_self" data-event="iBar-aboutUs_1-a_impactAndProgress">All annual reports</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Publishing model</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/how-we-publish" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">How we publish</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/open-access" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Open access</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/fee-policy" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Fee policy</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/peer-review" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Peer review</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/research-integrity" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Research integrity</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/research-topics" target="_self" data-event="iBar-aboutUs_2-a_publishingModel">Research Topics</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">Services</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://publishingpartnerships.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_3-a_services">Societies</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/open-access-agreements/consortia" target="_self" data-event="iBar-aboutUs_3-a_services">National consortia</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/open-access-agreements" target="_self" data-event="iBar-aboutUs_3-a_services">Institutional partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/collaborators" target="_self" data-event="iBar-aboutUs_3-a_services">Collaborators</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title">More from Frontiers</li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="https://forum.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Frontiers Forum</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersplanetprize.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Frontiers Planet Prize</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://pressoffice.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Press office</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.orgabout/sustainability" target="_self" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Sustainability</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://careers.frontiersin.org/" target="_blank" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Career opportunities</a></li><li class="Ibar__dropdown__about__block__item"><a href="https://www.frontiersin.org/about/contact" target="_self" data-event="iBar-aboutUs_4-a_moreFromFrontiers">Contact us</a></li><!--]--></ul><!--]--></div><!--]--></div></div></div><!--[--><a class="Ibar__link" href="https://www.frontiersin.org/journals" data-event="iBar-a-allJournals">All journals</a><a class="Ibar__link" href="https://www.frontiersin.org/articles" data-event="iBar-a-allArticles">All articles</a><!--]--><!----><!----><!----><a class="Ibar__button Ibar__submit" href="https://www.frontiersin.org/submission/submit" data-event="iBarMenu-a-submit">Submit your research</a></div></div></div><!--[--><div class="Ibar__journal Ibar__journal--main"><div class="Ibar__wrapper Ibar__wrapper--journal"><a href="https://www.frontiersin.org/news" class="Ibar__journalName" data-event="iBarJournal-a-journalHome"><div class="Ibar__journalName__container"><div class="Ibar__journal__maskLogo" style="display:none;"><img class="Ibar__journal__logo" src></div><div class="Ibar__journalName"><!----><span>Science news</span></div></div></a><!----><!--[--><a class="Ibar__link" href="https://www.frontiersin.org/news/category/research-news" target="_self" data-event="iBar-a-researchNews">Research news</a><a class="Ibar__link" href="https://www.frontiersin.org/news/category/frontiers-updates" target="_self" data-event="iBar-a-frontiersUpdates">Frontiers updates</a><a class="Ibar__link" href="https://www.frontiersin.org/news/category/open-science" target="_self" data-event="iBar-a-openScience">Open science</a><a class="Ibar__link" href="https://pressoffice.frontiersin.org/download-assets" target="_blank" data-event="iBar-a-pressAssets">Press assets</a><!--]--><div parent-data-event="iBarJournal"><div class="Ibar__dropdown"><button class="Ibar__dropdown__trigger"><!----> All categories</button><div class="Ibar__dropdown__menu"><div class="Ibar__dropdown__menu__header"><button class="Ibar__dropdown__menu__header__title" aria-label="Close Dropdown">All categories</button><button class="Ibar__close" aria-label="Close Dropdown"></button></div><!--[--><div class="Ibar__dropdown__about"><!--[--><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/mind-and-body" target data-event="iBar-aboutJournal_0-a_mindAndBody">Mind and body</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/health" data-event="iBar-aboutJournal_0-a_health">Health</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/humanities" data-event="iBar-aboutJournal_1-a_humanities">Humanities</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/life-science" data-event="iBar-aboutJournal_2-a_lifeSciences">Life sciences</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/microbiome" data-event="iBar-aboutJournal_3-a_microbiome">Microbiome</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/neuroscience" data-event="iBar-aboutJournal_4-a_neuroscience">Neuroscience</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/psychiatry" data-event="iBar-aboutJournal_5-a_psychiatry">Psychiatry</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/psychology" data-event="iBar-aboutJournal_6-a_psychology">Psychology</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/social-science" data-event="iBar-aboutJournal_7-a_socialScience">Social science</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/earth-and-beyond" target data-event="iBar-aboutJournal_1-a_earthAndBeyond">Earth and beyond</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/climate-action" data-event="iBar-aboutJournal_0-a_climateAction">Climate action</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/earth-science" data-event="iBar-aboutJournal_1-a_earthScience">Earth science</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/environment" data-event="iBar-aboutJournal_2-a_environment">Environment</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/space-sciences-astronomy" data-event="iBar-aboutJournal_3-a_spaceSciencesAndAs">Space sciences and astronomy</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/sustainability" data-event="iBar-aboutJournal_4-a_sustainability">Sustainability</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/future-tech" target data-event="iBar-aboutJournal_2-a_futureTech">Future tech</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/engineering" data-event="iBar-aboutJournal_0-a_engineering">Engineering</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/robotics-and-ai" data-event="iBar-aboutJournal_1-a_roboticsAndAi">Robotics and AI</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/frontiers-updates" target data-event="iBar-aboutJournal_3-a_frontiersUpdates">Frontiers updates</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/frontiers-announcements" data-event="iBar-aboutJournal_0-a_frontiersNews">Frontiers news</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/impact-analysis" data-event="iBar-aboutJournal_1-a_impactAnalysis">Impact analysis</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/institutional-partnership" data-event="iBar-aboutJournal_2-a_institutionalPartn">Institutional partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/publishing-partnerships" data-event="iBar-aboutJournal_3-a_publishingPartners">Publishing partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/society-journal-news" data-event="iBar-aboutJournal_4-a_societyJournalNews">Society journal news</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/open-science" target data-event="iBar-aboutJournal_4-a_openScience">Open science</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/ebooks" data-event="iBar-aboutJournal_0-a_eBooks">eBooks</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/open-science-and-peer-review" data-event="iBar-aboutJournal_1-a_openScienceAndPeer">Open science and peer review</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/open-science-policy" data-event="iBar-aboutJournal_2-a_openSciencePolicy">Open science policy</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/research-topics" data-event="iBar-aboutJournal_3-a_researchTopics">Research Topics</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/young-minds" data-event="iBar-aboutJournal_4-a_youngMinds">Young Minds</a></li><!--]--></ul><!--]--></div><!--]--></div></div></div><div class="Ibar__spacer"></div></div></div><div class="Ibar__journal Ibar__journal--mix"><div class="Ibar__wrapper Ibar__wrapper--journal"><div class="Ibar__logo"><a href="//www.frontiersin.org/" aria-label="Frontiershome" data-event="iBar-a-home" class="Ibar__logo__link"><svg class="Ibar__logo__svg" viewBox="0 0 2811 590" fill="none" xmlns="http://www.w3.org/2000/svg"><path class="Ibar__logo__text" d="M633.872 234.191h-42.674v-57.246h42.674c0-19.776 2.082-35.389 5.204-48.92 4.164-13.53 9.368-23.939 17.695-31.225 8.326-8.326 18.735-13.53 32.266-16.653 13.531-3.123 29.143-5.204 47.878-5.204h21.858c7.286 0 14.572 1.04 21.857 1.04v62.451c-8.326-1.041-16.653-2.082-23.939-2.082-10.408 0-17.694 1.041-23.939 4.164-6.245 3.122-9.368 10.408-9.368 22.898v13.531h53.083v57.246h-53.083v213.372h-89.512V234.191zM794.161 176.945h86.39v47.879h1.041c6.245-17.694 16.653-30.185 31.225-39.552 14.572-9.368 31.225-13.531 49.96-13.531h10.409c3.122 0 7.286 1.041 10.408 2.082v81.185c-6.245-2.082-11.449-3.122-16.653-4.163-5.204-1.041-11.449-1.041-16.654-1.041-11.449 0-20.816 2.082-29.143 5.204-8.327 3.123-15.613 8.327-20.817 14.572-5.204 6.245-10.408 12.49-12.49 20.817-3.123 8.326-4.163 15.612-4.163 23.939v133.228h-88.472V176.945h-1.041zM989.84 312.254c0-19.776 3.122-39.552 10.41-56.205 7.28-17.695 16.65-32.266 29.14-45.797 12.49-13.531 27.06-22.899 44.76-30.185 17.69-7.285 36.43-11.449 57.24-11.449 20.82 0 39.56 4.164 57.25 11.449 17.69 7.286 32.27 17.695 45.8 30.185 12.49 12.49 22.9 28.102 29.14 45.797 7.29 17.694 10.41 36.429 10.41 56.205 0 20.817-3.12 39.552-10.41 57.246-7.29 17.695-16.65 32.266-29.14 44.756-12.49 12.49-28.11 22.899-45.8 30.185-17.69 7.286-36.43 11.449-57.25 11.449-20.81 0-40.59-4.163-57.24-11.449-17.7-7.286-32.27-17.695-44.76-30.185-12.49-12.49-21.86-28.102-29.14-44.756-7.288-17.694-10.41-36.429-10.41-57.246zm88.47 0c0 8.327 1.04 17.694 3.12 26.021 2.09 9.368 5.21 16.653 9.37 23.939 4.16 7.286 9.37 13.531 16.65 17.695 7.29 4.163 15.62 7.285 26.03 7.285 10.4 0 18.73-2.081 26.02-7.285 7.28-4.164 12.49-10.409 16.65-17.695 4.16-7.286 7.29-15.612 9.37-23.939 2.08-9.368 3.12-17.694 3.12-26.021 0-8.327-1.04-17.694-3.12-26.021-2.08-9.368-5.21-16.653-9.37-23.939-4.16-7.286-9.37-13.531-16.65-17.695-7.29-5.204-15.62-7.285-26.02-7.285-10.41 0-18.74 2.081-26.03 7.285-7.28 5.205-12.49 10.409-16.65 17.695-4.16 7.286-7.28 15.612-9.37 23.939-2.08 9.368-3.12 17.694-3.12 26.021zM1306.25 176.945h86.39v37.47h1.04c4.17-7.286 9.37-13.531 15.62-18.735 6.24-5.204 13.53-10.408 20.81-14.572 7.29-4.163 15.62-7.286 23.94-9.367 8.33-2.082 16.66-3.123 24.98-3.123 22.9 0 40.6 4.164 53.09 11.449 13.53 7.286 22.89 16.654 29.14 27.062 6.24 10.409 10.41 21.858 12.49 34.348 2.08 12.49 2.08 22.898 2.08 33.307v172.779h-88.47V316.417v-27.061c0-9.368-1.04-16.654-4.16-23.94-3.13-7.286-7.29-12.49-13.53-16.653-6.25-4.164-15.62-6.245-27.07-6.245-8.32 0-15.61 2.081-21.85 5.204-6.25 3.122-11.45 7.286-14.58 13.531-4.16 5.204-6.24 11.449-8.32 18.735s-3.12 14.572-3.12 21.858v145.717h-88.48V176.945zM1780.88 234.19h-55.17v122.819c0 10.408 3.12 17.694 8.33 20.817 6.24 3.122 13.53 5.204 22.9 5.204 4.16 0 7.28 0 11.45-1.041h11.45v65.573c-8.33 0-15.62 1.041-23.94 2.082-8.33 1.04-16.66 1.041-23.94 1.041-18.74 0-34.35-2.082-46.84-5.205-12.49-3.122-21.86-8.326-29.14-15.612-7.29-7.286-12.49-16.654-14.58-29.144-3.12-12.49-4.16-27.062-4.16-45.797V234.19h-44.76v-57.246h44.76V94.717h88.47v82.227h55.17v57.246zM1902.66 143.639h-88.48V75.984h88.48v67.655zm-89.52 33.307h88.48v270.618h-88.48V176.946zM2024.43 334.111c1.04 18.735 6.25 33.307 16.66 44.756 10.4 11.449 24.98 16.653 43.71 16.653 10.41 0 20.82-2.081 30.19-7.286 9.36-5.204 16.65-12.49 20.81-22.898h83.27c-4.16 15.613-10.41 29.144-19.78 40.593-9.36 11.449-19.77 20.817-31.22 28.102-12.49 7.286-24.98 12.491-39.55 16.654-14.57 3.122-29.15 5.204-43.72 5.204-21.86 0-41.63-3.122-60.37-9.367-18.73-6.246-34.34-15.613-46.83-28.103-12.49-12.49-22.9-27.062-30.19-45.797-7.28-17.694-10.41-38.511-10.41-60.369 0-20.817 4.17-39.552 11.45-57.246 7.29-17.694 17.7-32.266 31.23-44.756 13.53-12.49 29.14-21.858 46.83-29.144 17.7-7.286 36.43-10.408 56.21-10.408 23.94 0 45.8 4.163 63.49 12.49 17.7 8.327 33.31 19.776 44.76 35.389 11.45 15.612 20.81 32.266 26.02 52.042 5.2 19.776 8.33 41.633 7.28 64.532h-199.84v-1.041zm110.33-49.961c-1.04-15.612-6.24-28.102-15.61-39.551-9.37-10.409-21.86-16.654-37.47-16.654s-28.1 5.204-38.51 15.613c-10.41 10.408-16.66 23.939-18.74 40.592h110.33zM2254.46 176.945h86.39v47.879h1.04c6.25-17.694 16.65-30.185 31.23-39.552 14.57-9.368 31.22-13.531 49.96-13.531h10.4c3.13 0 7.29 1.041 10.41 2.082v81.185c-6.24-2.082-11.45-3.122-16.65-4.163-5.21-1.041-11.45-1.041-16.65-1.041-11.45 0-20.82 2.082-29.15 5.204-8.32 3.123-15.61 8.327-20.81 14.572-6.25 6.245-10.41 12.49-12.49 20.817-3.13 8.326-4.17 15.612-4.17 23.939v133.228h-88.47V176.945h-1.04zM2534.45 359.091c0 7.286 1.04 12.49 4.16 17.694 3.12 5.204 6.24 9.368 10.41 12.49 4.16 3.123 9.36 5.204 14.57 7.286 6.24 2.082 11.45 2.082 17.69 2.082 4.17 0 8.33 0 13.53-2.082 5.21-1.041 9.37-3.123 13.53-5.204 4.17-2.082 7.29-5.204 10.41-9.368 3.13-4.163 4.17-8.327 4.17-13.531 0-5.204-2.09-9.367-5.21-12.49-3.12-3.122-7.28-6.245-11.45-8.327-4.16-2.081-9.36-4.163-14.57-5.204-5.2-1.041-9.37-2.081-13.53-3.122-13.53-3.123-28.1-6.245-42.67-9.368-14.58-3.122-28.11-7.286-40.6-12.49-12.49-6.245-22.9-13.531-30.18-23.939-8.33-10.409-11.45-23.94-11.45-42.675 0-16.653 4.16-30.184 11.45-40.592 8.33-10.409 17.69-18.736 30.18-24.981 12.49-6.245 26.02-10.408 40.6-13.53 14.57-3.123 28.1-4.164 41.63-4.164 14.57 0 29.14 1.041 43.71 4.164 14.58 2.081 27.07 7.285 39.56 13.53 12.49 6.245 21.85 15.613 29.14 27.062 7.29 11.45 11.45 26.021 12.49 43.716h-82.23c0-10.409-4.16-18.736-11.45-23.94-7.28-4.163-16.65-7.286-28.1-7.286-4.16 0-8.32 0-12.49 1.041-4.16 1.041-8.32 1.041-12.49 2.082-4.16 1.041-7.28 3.122-9.37 6.245-2.08 3.122-4.16 6.245-4.16 11.449 0 6.245 3.12 11.449 10.41 15.613 6.24 4.163 14.57 7.286 24.98 10.408 10.41 2.082 20.82 5.204 32.27 7.286 11.44 2.082 22.89 4.163 33.3 6.245 13.53 3.123 24.98 7.286 33.31 13.531 9.37 6.245 15.61 12.49 20.82 19.776 5.2 7.286 9.36 14.572 11.45 21.858 2.08 7.285 3.12 13.53 3.12 19.776 0 17.694-4.17 33.306-11.45 45.796-8.33 12.491-17.7 21.858-30.19 30.185-12.49 7.286-26.02 12.49-41.63 16.653-15.61 3.123-31.22 5.204-45.8 5.204-15.61 0-32.26-1.04-47.87-4.163-15.62-3.122-29.15-8.327-41.64-15.612a83.855 83.855 0 01-30.18-30.185c-8.33-12.49-12.49-28.102-12.49-46.838h84.31v-2.081z" fill="#FFFFFF"></path><path d="M0 481.911V281.028l187.351-58.287v200.882L0 481.911z" fill="#8BC53F"></path><path d="M187.351 423.623V222.741l126.983 87.431v200.882l-126.983-87.431z" fill="#EBD417"></path><path d="M126.982 569.341L0 481.911l187.351-58.287 126.983 87.43-187.352 58.287z" fill="#034EA1"></path><path d="M183.188 212.331l51.001-116.574 65.573 155.085-51.001 116.574-65.573-155.085z" fill="#712E74"></path><path d="M248.761 367.415l51.001-116.574 171.739-28.102-49.96 115.533-172.78 29.143z" fill="#009FD1"></path><path d="M299.762 250.842L234.189 95.757l171.739-28.103 65.573 155.085-171.739 28.103z" fill="#F6921E"></path><path d="M187.352 222.741L59.328 198.802 44.757 71.819 172.78 95.76l14.572 126.982z" fill="#DA2128"></path><path d="M172.78 95.758L44.757 71.818l70.777-70.776 128.023 23.94-70.777 70.776z" fill="#25BCBD"></path><path d="M258.129 153.005l-70.777 69.736-14.571-126.982 70.777-70.778 14.571 128.024z" fill="#00844A"></path></svg></a></div><a href="https://www.frontiersin.org/news" class="Ibar__journalName" data-event="iBarJournal-a-journalHome"><div class="Ibar__journalName__container" logoclass="Ibar__logo--mixed"><div class="Ibar__journal__maskLogo" style="display:none;"><img class="Ibar__journal__logo" src></div><div class="Ibar__journalName"><!----><span>Science news</span></div></div></a><div class="Ibar__spacer"></div><!----><!--[--><a class="Ibar__link" href="https://www.frontiersin.org/news/category/research-news" target="_self" data-event="iBar-a-researchNews">Research news</a><a class="Ibar__link" href="https://www.frontiersin.org/news/category/frontiers-updates" target="_self" data-event="iBar-a-frontiersUpdates">Frontiers updates</a><a class="Ibar__link" href="https://www.frontiersin.org/news/category/open-science" target="_self" data-event="iBar-a-openScience">Open science</a><a class="Ibar__link" href="https://pressoffice.frontiersin.org/download-assets" target="_blank" data-event="iBar-a-pressAssets">Press assets</a><!--]--><div parent-data-event="iBarJournal"><div class="Ibar__dropdown"><button class="Ibar__dropdown__trigger"><!----> All categories</button><div class="Ibar__dropdown__menu"><div class="Ibar__dropdown__menu__header"><button class="Ibar__dropdown__menu__header__title" aria-label="Close Dropdown">All categories</button><button class="Ibar__close" aria-label="Close Dropdown"></button></div><!--[--><div class="Ibar__dropdown__about"><!--[--><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/mind-and-body" target data-event="iBar-aboutJournal_0-a_mindAndBody">Mind and body</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/health" data-event="iBar-aboutJournal_0-a_health">Health</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/humanities" data-event="iBar-aboutJournal_1-a_humanities">Humanities</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/life-science" data-event="iBar-aboutJournal_2-a_lifeSciences">Life sciences</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/microbiome" data-event="iBar-aboutJournal_3-a_microbiome">Microbiome</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/neuroscience" data-event="iBar-aboutJournal_4-a_neuroscience">Neuroscience</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/psychiatry" data-event="iBar-aboutJournal_5-a_psychiatry">Psychiatry</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/psychology" data-event="iBar-aboutJournal_6-a_psychology">Psychology</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/social-science" data-event="iBar-aboutJournal_7-a_socialScience">Social science</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/earth-and-beyond" target data-event="iBar-aboutJournal_1-a_earthAndBeyond">Earth and beyond</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/climate-action" data-event="iBar-aboutJournal_0-a_climateAction">Climate action</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/earth-science" data-event="iBar-aboutJournal_1-a_earthScience">Earth science</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/environment" data-event="iBar-aboutJournal_2-a_environment">Environment</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/space-sciences-astronomy" data-event="iBar-aboutJournal_3-a_spaceSciencesAndAs">Space sciences and astronomy</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/sustainability" data-event="iBar-aboutJournal_4-a_sustainability">Sustainability</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/future-tech" target data-event="iBar-aboutJournal_2-a_futureTech">Future tech</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/engineering" data-event="iBar-aboutJournal_0-a_engineering">Engineering</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/robotics-and-ai" data-event="iBar-aboutJournal_1-a_roboticsAndAi">Robotics and AI</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/frontiers-updates" target data-event="iBar-aboutJournal_3-a_frontiersUpdates">Frontiers updates</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/frontiers-announcements" data-event="iBar-aboutJournal_0-a_frontiersNews">Frontiers news</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/impact-analysis" data-event="iBar-aboutJournal_1-a_impactAnalysis">Impact analysis</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/institutional-partnership" data-event="iBar-aboutJournal_2-a_institutionalPartn">Institutional partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/publishing-partnerships" data-event="iBar-aboutJournal_3-a_publishingPartners">Publishing partnerships</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/society-journal-news" data-event="iBar-aboutJournal_4-a_societyJournalNews">Society journal news</a></li><!--]--></ul><ul class="Ibar__dropdown__about__block"><li class="Ibar__dropdown__about__block__title"><a href="/news/category/open-science" target data-event="iBar-aboutJournal_4-a_openScience">Open science</a></li><!--[--><li class="Ibar__dropdown__about__block__item"><a href="/news/category/ebooks" data-event="iBar-aboutJournal_0-a_eBooks">eBooks</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/open-science-and-peer-review" data-event="iBar-aboutJournal_1-a_openScienceAndPeer">Open science and peer review</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/open-science-policy" data-event="iBar-aboutJournal_2-a_openSciencePolicy">Open science policy</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/research-topics" data-event="iBar-aboutJournal_3-a_researchTopics">Research Topics</a></li><li class="Ibar__dropdown__about__block__item"><a href="/news/category/young-minds" data-event="iBar-aboutJournal_4-a_youngMinds">Young Minds</a></li><!--]--></ul><!--]--></div><!--]--></div></div></div><div class="Ibar__spacer"></div><a class="Ibar__button Ibar__submit" href="https://www.frontiersin.org/submission/submit" data-event="iBarJournal-a-submit"><span>Submit</span><span> your research</span></a><a class="Ibar__icon Ibar__icon--search" href="//www.frontiersin.org/news/all" aria-label="Search" target="_self" data-event="iBar-a-search"><span>Search news</span></a><!----><!----><!----><div class="Ibar__userArea"></div></div></div><!--]--></nav><div class="Layout" data-v-d34c27e7><h1 class="acc-hidden" data-v-d34c27e7>Science News post list</h1><div class="Layout__body Layout__body--mainAside" data-v-d34c27e7><main class="Layout__main Layout__main--xs" data-v-d34c27e7><ul class="Breadcrumbs" data-v-d34c27e7><!--[--><li class="Breadcrumbs__item"><div class="Breadcrumbs__separator"></div><a href="/" aria-label="Home" target="_self" data-event="breadcrumbs-item-a_home" class="Breadcrumbs__item__text"><span class="Breadcrumbs__home"></span></a></li><li class="Breadcrumbs__item"><div class="Breadcrumbs__separator"></div><a href="/news" aria-label="Science news" target="_self" data-event="breadcrumbs-item-a_scienceNews" class="Breadcrumbs__item__text"><!--[-->Science news<!--]--></a></li><li class="Breadcrumbs__item"><div class="Breadcrumbs__separator"></div><a href="/news/category/robotics-and-ai" aria-label="Robotics and AI" target="_self" data-event="breadcrumbs-item-a_roboticsAndAi" class="Breadcrumbs__item__text"><!--[-->Robotics and AI<!--]--></a></li><!--]--></ul><!----><!----><section data-v-d34c27e7><h2 data-v-d34c27e7>55 news posts in Robotics and AI</h2><!----><!----><!--[--><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2024/09/05/will-humans-accept-robots-that-lie-it-depends-frontiers-robotics-ai" class="BriefPost__imgLink" aria-label="Go to post Will humans accept robots that can lie? Scientists find it depends on the lie"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">05 Sep 2024</p></div><h1 class="BriefPost__title">Will humans accept robots that can lie? Scientists find it depends on the lie</h1><p class="BriefPost__description">Scientists find that a lie that protects someone’s feelings is acceptable, but lies which misrepresent a robot’s abilities aren’t.</p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2024/03/20/machine-learning-predict-emotion" class="BriefPost__imgLink" aria-label="Go to post Machine learning tools can predict emotion in voices in just over a second "><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">20 Mar 2024</p></div><h1 class="BriefPost__title">Machine learning tools can predict emotion in voices in just over a second </h1><p class="BriefPost__description">Scientists showed that machine learning tools can identify emotions from audio fragments lasting just 1.5 seconds on par with human ratings</p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/12/22/frontiers-robotics-ai-dragon-firefighter" class="BriefPost__imgLink" aria-label="Go to post Scientists develop ‘flying dragon’ robot to fight fires from a distance"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">22 Dec 2023</p></div><h1 class="BriefPost__title">Scientists develop ‘flying dragon’ robot to fight fires from a distance</h1><p class="BriefPost__description">Researchers have developed the Dragon Firefighter, a flying firehose that can aid human firefighters to put out the most dangerous fires. Because the design is Open Science, researchers around the world can use these plans to build their own Dragon Firefighters. The authors expect that real-world applications will be possible within a decade.</p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/08/10/microscope-ai-malaria" class="BriefPost__imgLink" aria-label="Go to post New high-tech microscope using AI successfully detects malaria in returning travelers"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">10 Aug 2023</p></div><h1 class="BriefPost__title">New high-tech microscope using AI successfully detects malaria in returning travelers</h1><p class="BriefPost__description">By Deborah Pirchner, Frontiers science writer Image: Shutterstock.com Malaria is an infectious disease claiming more than half a million lives each year. Because traditional diagnosis takes expertise and the workload is high, an international team of researchers investigated if diagnosis using a new system combining an automatic scanning microscope and AI is feasible in clinical settings. They found that the system identified malaria parasites almost as accurately as experts staffing microscopes used in standard diagnostic procedures. This may help reduce the burden on microscopists and increase the feasible patient load. Each year, more than 200 million people fall sick with malaria and more than half a million of these infections lead to death. The World Health Organization recommends parasite-based diagnosis before starting treatment for the disease caused by Plasmodium parasites. There are various diagnostic methods, including conventional light microscopy, rapid diagnostic tests and PCR. The standard for malaria diagnosis, however, remains manual light microscopy, during which a specialist examines blood films with a microscope to confirm the presence of malaria parasites. Yet, the accuracy of the results depends critically on the skills of the microscopist and can be hampered by fatigue caused by excessive workloads of the professionals doing the […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/06/20/machine-learning-identify-hit-songs" class="BriefPost__imgLink" aria-label="Go to post Machine learning helps researchers identify hit songs with 97% accuracy"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">20 Jun 2023</p></div><h1 class="BriefPost__title">Machine learning helps researchers identify hit songs with 97% accuracy</h1><p class="BriefPost__description">By Deborah Pirchner, Frontiers science writer Image: Shutterstock.com Predicting hit songs is notoriously difficult. Researchers have now applied machine learning (ML) to high-frequency neurophysiologic data to improve hit song prediction accuracy. They showed that if ML was applied to neural data collected while people listened to new music, hit songs could be predicted with close-to-perfect accuracy. This can open doors to providing consumers with the entertainment they are looking for, rather than flooding them with options. Every day, tens of thousands of songs are released. This constant stream of options makes it difficult for streaming services and radio stations to choose which songs to add to playlists. To find the ones that will resonate with a large audience, these services have used human listeners and artificial intelligence. This approach, however, lingering at a 50% accuracy rate, does not reliably predict if songs will become hits. Now, researchers in the US have used a comprehensive machine learning technique applied to brain responses and were able to predict hit songs with 97% accuracy. “By applying machine learning to neurophysiologic data, we could almost perfectly identify hit songs,” said Paul Zak, a professor at Claremont Graduate University and senior author of the study […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/06/08/diversity-inclusion-forefront-future-ai" class="BriefPost__imgLink" aria-label="Go to post Why diversity and inclusion needs to be at the forefront of future AI"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">08 Jun 2023</p></div><h1 class="BriefPost__title">Why diversity and inclusion needs to be at the forefront of future AI</h1><p class="BriefPost__description">by Inês Hipólito/Deborah Pirchner, Frontiers science writer Image: shutterstock.com Inês Hipólito is a highly accomplished researcher, recognized for her work in esteemed journals and contributions as a co-editor. She has received research awards including the prestigious Talent Grant from the University of Amsterdam in 2021. After her PhD, she held positions at the Berlin School of Mind and Brain and Humboldt-Universität zu Berlin. Currently, she is a permanent lecturer of the philosophy of AI at Macquarie University, focusing on cognitive development and the interplay between augmented cognition (AI) and the sociocultural environment. Inês co-leads a consortium project on ‘Exploring and Designing Urban Density. Neurourbanism as a Novel Approach in Global Health,’ funded by the Berlin University Alliance. She also serves as an ethicist of AI at Verses. Beyond her research, she co-founded and serves as vice-president of the International Society for the Philosophy of the Sciences of the Mind. Inês is the host of the thought-provoking podcast ‘The PhilospHER’s Way’ and has actively contributed to the Women in Philosophy Committee and the Committee in Diversity and Inclusivity at the Australasian Association of Philosophy from 2017 to 2020. As part of our Frontier Scientist series, Hipólito caught up with Frontiers to tell us […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/05/10/virtual-reality-seminar-series-3" class="BriefPost__imgLink" aria-label="Go to post Frontiers in Virtual Reality Seminar Series 3: Fostering inclusion and social interaction in XR"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">10 May 2023</p></div><h1 class="BriefPost__title">Frontiers in Virtual Reality Seminar Series 3: Fostering inclusion and social interaction in XR</h1><p class="BriefPost__description">Online Seminar Series Inclusion, accessibility, and social interaction in virtual and augmented reality environments is key to ensure the success of the deployment of this technology at a public scale. Although immersive environments offer fantastic opportunities for creativity, learning, and social interaction, there is a risk of abusive behavior and exclusion of people with special needs. The GuestXR European project embraces artificial intelligence, together with neuroscience and social psychology research to increase harmony and improve the participants’ experience in shared 3D virtual or augmented reality spaces. This seminar series, organized by Frontiers in Virtual Reality journal and partners from the GuestXR project, will start with a webinar on the features of an innovative XR technology for meeting with participants around the world. The series of online series will follow on with sessions on the research and advancements on haptic technologies and 3D audio techniques to support social interactions and inclusion in XR environments. Finally, we will delve into advanced multisensory features to improve accessibility to VR environments by publics with special needs. Speakers Bio: SeminarDate AbstractRegistration linkSEMINAR 1. A Shared XR System with Full Body Avatars and AI Agent Integration for Enhanced Inclusivity17 May 2023, 16.00h CESTIn this webinar, we will discuss an innovative […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/03/14/separating-compostable-conventional-plastic-waste" class="BriefPost__imgLink" aria-label="Go to post Machine learning helps researchers separate compostable from conventional plastic waste with ‘very high’ accuracy"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">14 Mar 2023</p></div><h1 class="BriefPost__title">Machine learning helps researchers separate compostable from conventional plastic waste with ‘very high’ accuracy</h1><p class="BriefPost__description">By Deborah Pirchner, Frontiers science writer Image: Shutterstock.com Compostable plastics are on the rise. Despite their merits, these products, including wrappers and packaging, can contaminate conventional plastic waste in the recycling process. Now, scientists used highly sensitive imaging techniques and developed machine learning methods that can identify compostable plastics among conventional types. Disposable plastics are everywhere: Food containers, coffee cups, plastic bags. Some of these plastics, called compostable plastics, can be engineered to biodegrade under controlled conditions. However, they often look identical to conventional plastics, get recycled incorrectly and, as a result, contaminate plastic waste streams and reduce recycling efficiency. Similarly, recyclable plastics are often mistaken for compostable ones, resulting in polluted compost. Researchers at University College London (UCL) have published a paper in Frontiers in Sustainability in which they used machine learning to automatically sort different types of compostable and biodegradable plastics and differentiate them from conventional plastics. “The accuracy is very high and allows the technique to be feasibly used in industrial recycling and composting facilities in the future,” said Prof Mark Miodownik, corresponding author of the study. Up to perfect accuracy The researchers worked with different types of plastics measuring between 50mm by 50mm and 5mm by 5mm. […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/02/28/brain-organoids-intelligence-biocomoputing-hartung" class="BriefPost__imgLink" aria-label="Go to post Scientists unveil plan to create biocomputers powered by human brain cells"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">28 Feb 2023</p></div><h1 class="BriefPost__title">Scientists unveil plan to create biocomputers powered by human brain cells</h1><p class="BriefPost__description">by Liad Hollender, Frontiers science writer Credit: Thomas Hartung, Johns Hopkins University Despite AI’s impressive track record, its computational power pales in comparison with that of the human brain. Scientists today unveil a revolutionary path to drive computing forward: organoid intelligence (OI), where lab-grown brain organoids serve as biological hardware. “This new field of biocomputing promises unprecedented advances in computing speed, processing power, data efficiency, and storage capabilities – all with lower energy needs,” say the authors in an article published in Frontiers in Science. Artificial intelligence (AI) has long been inspired by the human brain. This approach proved highly successful: AI boasts impressive achievements – from diagnosing medical conditions to composing poetry. Still, the original model continues to outperform machines in many ways. This is why, for example, we can ‘prove our humanity’ with trivial image tests online. What if instead of trying to make AI more brain-like, we went straight to the source? Scientists across multiple disciplines are working to create revolutionary biocomputers where three-dimensional cultures of brain cells, called brain organoids, serve as biological hardware. They describe their roadmap for realizing this vision in the journal Frontiers in Science. “We call this new interdisciplinary field ‘organoid intelligence’ […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2023/02/28/thomas-hartung-organoid-intelligence" class="BriefPost__imgLink" aria-label="Go to post ‘My dream is for AI and brain organoids to explore each other’s capabilities’"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">28 Feb 2023</p></div><h1 class="BriefPost__title">‘My dream is for AI and brain organoids to explore each other’s capabilities’</h1><p class="BriefPost__description">by Liad Hollender, Frontiers science writer Image: Prof Thomas Hartung Over just a few decades, computers shrunk from massive installations to slick devices that fit in our pockets. But this dizzying trend might end soon, because we simply can’t produce small enough components. To keep driving computing forward, scientists are looking for alternative approaches. An article published in Frontiers in Science presents a revolutionary strategy, called organoid intelligence. This emerging scientific field aims to create biocomputers where lab-grown brain organoids (three-dimensional brain-cell cultures) serve as biological hardware. According to the authors, this technology could also drive progress in biomedicine, providing unprecedented insight into the human brain. To learn more about this exciting new field, we interviewed the senior author of the article, Prof Thomas Hartung. He is the director of the Center for Alternatives to Animal Testing in Europe (CAAT-Europe), and a professor at Johns Hopkins University’s Bloomberg School of Public Health. How do you define organoid intelligence? Reproducing cognitive functions – such as learning and sensory processing – in a lab-grown human-brain model. How did this idea emerge? I’m a pharmacologist and toxicologist, so I’m interested in developing medicines and identifying substances that are dangerous to our health, specifically […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2022/11/16/smart-joey-bots-could-soon-swarm-underground-to-clean-and-inspect-our-pipes" class="BriefPost__imgLink" aria-label="Go to post Smart ‘Joey’ bots could soon swarm underground to clean and inspect our pipes"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">16 Nov 2022</p></div><h1 class="BriefPost__title">Smart ‘Joey’ bots could soon swarm underground to clean and inspect our pipes</h1><p class="BriefPost__description">By Mischa Dijkstra, Frontiers science writer Joey’s design. Image credit: TL Nguyen, A Blight, A Pickering, A Barber, GH Jackson-Mills, JH Boyle, R Richardson, M Dogar, N Cohen Researchers from the University of Leeds have developed the first mini-robot, called Joey, that can find its own way independently through networks of narrow pipes underground, to inspect any damage or leaks. Joeys are cheap to produce, smart, small, and light, and can move through pipes inclined at a slope or over slippery or muddy sediment at the bottom of the pipes. Future versions of Joey will operate in swarms, with their mobile base on a larger ‘mother’ robot Kanga, which will be equipped with arms and tools for repairs to the pipes. Beneath our streets lies a maze of pipes, conduits for water, sewage, and gas. Regular inspection of these pipes for leaks, or repair, normally requires these to be dug up. The latter is not only onerous and expensive – with an estimated annual cost of £5.5bn in the UK alone – but causes disruption to traffic as well as nuisance to people living nearby, not to mention damage to the environment. Now imagine a robot that can find its […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2022/10/27/robot-evolution-out-of-control-ai" class="BriefPost__imgLink" aria-label="Go to post How do we stop ‘robot evolution’ from spiraling out of control? Two essential articles on the future of robotics and AI"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">27 Oct 2022</p></div><h1 class="BriefPost__title">How do we stop ‘robot evolution’ from spiraling out of control? Two essential articles on the future of robotics and AI</h1><p class="BriefPost__description">By Colm Gorey, Frontiers Science Communications Manager Image: Shutterstock.com Robotics and AI have quickly outgrown as tropes of science fiction and are almost ubiquitous in our daily lives, even if we don’t realize it. Now, Frontiers highlights just some of the latest top articles in this fascinating field. Whether it’s wheeled robots whizzing around city-sized warehouses, or if it’s just a smart assistant in your phone, robotics and AI has quickly become integral technologies in our lives. And while big tech companies and gadget lovers are quick to speak of its enormous benefits, those closely studying the field are calling on more caution. These technologies are working well now, but can we allow them to develop indefinitely? That’s among the questions being asked by some of the largest governmental bodies in the world – such as the EU and UN – who believe stricter rules and regulations are needed to keep technology not only within the realms of rapidly-outdated laws, but make sure they don’t eventually lead to our downfall. To that end, here are some of the latest articles published to Frontiers authored by some of the top researchers in their field as part of the research topic ‘Horizons […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2022/10/14/new-walking-robot-design-could-revolutionize-how-we-build-things-in-space" class="BriefPost__imgLink" aria-label="Go to post New walking robot design could revolutionize how we build things in space"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">14 Oct 2022</p></div><h1 class="BriefPost__title">New walking robot design could revolutionize how we build things in space</h1><p class="BriefPost__description">By Suzanna Burgelman, Frontiers science writer Image: Shutterstock.com Researchers have designed a state-of-the-art walking robot that could revolutionize large construction projects in space. They tested the feasibility of the robot for the in-space assembly of a 25m Large Aperture Space Telescope. They present their findings in Frontiers in Robotics and AI. A scaled-down prototype of the robot also showed promise for large construction applications on Earth. Maintenance and servicing of large constructions are nowhere more needed than in space, where the conditions are extreme and human technology has a short lifespan. Extravehicular activities (activities done by an astronaut outside a spacecraft), robotics, and autonomous systems solutions have been useful for servicing and maintenance missions and have helped the space community conduct ground-breaking research on various space missions. Advancements in robotics and autonomous systems facilitate a multitude of in-space services. This includes, but is not limited to, manufacturing, assembly, maintenance, astronomy, earth observation, and debris removal. With the countless risks involved, only relying on human builders is not enough, and current technologies are becoming outdated. “We need to introduce sustainable, futuristic technology to support the current and growing orbital ecosystem,” explained corresponding author Manu Nair, PhD candidate at the University of […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2022/09/15/can-a-robot-laugh-ai" class="BriefPost__imgLink" aria-label="Go to post Sharing a laugh: Scientists teach a robot when to have a sense of humor"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">15 Sep 2022</p></div><h1 class="BriefPost__title">Sharing a laugh: Scientists teach a robot when to have a sense of humor</h1><p class="BriefPost__description">By Peter Rejcek, science writer ERICA being trained on how to have a sense of humor. Image: Inoue et al No one can really agree on what makes each of us laugh, so designing an artificial intelligence (AI) system with a sense of humor is enormously challenging. Researchers at Kyoto University laughed off the challenge by developing an AI that appropriately detects and responds to human laughter at a shared moment during a conversation. This shared-laughter model is another step toward creating more natural interactions between humans and robots. Since at least the time of inquiring minds like Plato, philosophers and scientists have puzzled over the question, “What’s so funny?” The Greeks attributed the source of humor to feeling superior at the expense of others. German psychoanalyst Sigmund Freud believed humor was a way to release pent-up energy. US comedian Robin Williams tapped his anger at the absurd to make people laugh. It seems no one can really agree on the question of “What’s so funny?” So imagine trying to teach a robot how to laugh. But that’s exactly what a team of researchers at Kyoto University in Japan are trying to do by designing an AI that takes its […] </p></div></a></article><article class="BriefPost" data-v-d34c27e7><a href="https://www.frontiersin.org/news/2022/07/07/frontiers-robotics-ai-robots-watch-human-gestures-communicate-with-honeybee-dance-to-deliver-packages" class="BriefPost__imgLink" aria-label="Go to post Bees’ ‘waggle dance’ may revolutionize how robots talk to each other in disaster zones"><figure class="FrontiersImage BriefPost__img"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=396&h=170&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=76&h=76&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=108&h=108&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=70&h=70&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=84&h=84&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg?&w=124&h=124&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="lazy"></picture><!----></figure><div class="BriefPost__info"><div class="BriefPost__pretitle"><p class="BriefPost__category">Robotics and AI</p><p class="BriefPost__date">07 Jul 2022</p></div><h1 class="BriefPost__title">Bees’ ‘waggle dance’ may revolutionize how robots talk to each other in disaster zones</h1><p class="BriefPost__description">By Conn Hastings, science writer Image credit: rtbilder / Shutterstock.com Honeybees use a sophisticated dance to tell their sisters about the location of nearby flowers. This phenomenon forms the inspiration for a form of robot-robot communication that does not rely on digital networks. A recent study presents a simple technique whereby robots view and interpret each other’s movements or a gesture from a human to communicate a geographical location. This approach could prove invaluable when network coverage is unreliable or absent, such as in disaster zones. Where are those flowers and how far away are they? This is the crux of the ‘waggle dance’ performed by honeybees to alert others to the location of nectar-rich flowers. A new study in Frontiers in Robotics and AI has taken inspiration from this technique to devise a way for robots to communicate. The first robot traces a shape on the floor, and the shape’s orientation and the time it takes to trace it tell the second robot the required direction and distance of travel. The technique could prove invaluable in situations where robot labor is required but network communications are unreliable, such as in a disaster zone or in space. Honeybees excel at […] </p></div></a></article><!--]--><span data-v-d34c27e7></span><!----></section></main><aside class="Layout__aside" data-v-d34c27e7><h2 class="Layout__aside__title" data-v-d34c27e7>Latest posts</h2><!--[--><div class="AsidePosts"><a aria-label="Strengthening research integrity in Italy: a landmark commitment in Rome" href="/news/2025/02/18/strengthening-research-integrity-in-italy-a-landmark-commitment-in-rome"><figure class="FrontiersImage AsidePosts__image"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=106&h=106&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=78&h=78&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=110&h=110&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=48&h=48&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=56&h=56&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/5HU6o34lSz330w54G6myE6/db353156deb38c1dbd9b12987e34dc7f/carlos-ibanez-oI141-aIwnQ-unsplash.jpg?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure></a><a href="/news/2025/02/18/strengthening-research-integrity-in-italy-a-landmark-commitment-in-rome"><h3 class="AsidePosts__title">Strengthening research integrity in Italy: a landmark commitment in Rome</h3></a></div><div class="AsidePosts"><a aria-label="How to accelerate breakthrough scientific solutions to urgent planetary crises" href="/news/2025/02/18/kamila-markram-frontiers-wef-planetary-crisis"><figure class="FrontiersImage AsidePosts__image"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=106&h=106&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=78&h=78&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=110&h=110&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=48&h=48&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=56&h=56&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/4EBHAXgf1siiECXGYHe7CY/66a261b2d8d365787d6555ef031b3400/swissnex_davos-19.jpg?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><figcaption>Pictured from left to right: Vanessa Boanada Fuchs, Leading House Latin America; Kamila Markram, Frontiers; Carlos Nobre, University of Sao Paolo; Johan Rockstrom, Potsdam Institute for Climate Impact Research. Image: George Thomas/Frontiers</figcaption></figure></a><a href="/news/2025/02/18/kamila-markram-frontiers-wef-planetary-crisis"><h3 class="AsidePosts__title">How to accelerate breakthrough scientific solutions to urgent planetary crises</h3></a></div><div class="AsidePosts"><a aria-label="Restoring African grassland habitats makes life more peaceful for humans and wildlife, scientists find " href="/news/2025/02/18/restoring-grassland-habitat-more-peaceful-humans-wildlife-frontiers-environmental-science"><figure class="FrontiersImage AsidePosts__image"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=106&h=106&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=78&h=78&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=110&h=110&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=48&h=48&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=56&h=56&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/tsSteUT0cYrip4kDmfUZD/d5df14c301c19ad24903f5dac3d99ab5/Horizontal-Bull_elephant__loxodonta_africana__in_the_grasslands_of_Amboseli_National_Park__Kenya._Front_view._.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure></a><a href="/news/2025/02/18/restoring-grassland-habitat-more-peaceful-humans-wildlife-frontiers-environmental-science"><h3 class="AsidePosts__title">Restoring African grassland habitats makes life more peaceful for humans and wildlife, scientists find </h3></a></div><div class="AsidePosts"><a aria-label="Dangerous bacteria lurk in hospital sink drains, despite rigorous cleaning" href="/news/2025/02/14/dangerous-bacteria-lurk-in-hospital-sink-drains-despite-rigorous-cleaning"><figure class="FrontiersImage AsidePosts__image"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=106&h=106&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=78&h=78&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=110&h=110&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=48&h=48&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=56&h=56&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/5BkTSlqm8hatGlQBCFyTsj/c97da2a065a15847209c81857ae76834/frontiers-microbiology-bacteria-lurking-in-hospital-sink-drains.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><!----></figure></a><a href="/news/2025/02/14/dangerous-bacteria-lurk-in-hospital-sink-drains-despite-rigorous-cleaning"><h3 class="AsidePosts__title">Dangerous bacteria lurk in hospital sink drains, despite rigorous cleaning</h3></a></div><div class="AsidePosts"><a aria-label="500-year-old Transylvanian diaries show how the Little Ice Age completely changed life and death in the region" href="/news/2025/02/12/500-year-old-transylvanian-diaries-changed-life-death"><figure class="FrontiersImage AsidePosts__image"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=106&h=106&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=78&h=78&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=110&h=110&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=48&h=48&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=56&h=56&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/6ujhy1UpgnpJKrGopskOYL/0e9d419f930a1b4ce47e881c6c1dc28e/header.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><figcaption>Scientists used sources from the 'society's archive' to reconstruct the evolution of the climate and resulting effects on the people who lived in Transylvania in the 16th century. Credit: Gaceu et al., 2024. </figcaption></figure></a><a href="/news/2025/02/12/500-year-old-transylvanian-diaries-changed-life-death"><h3 class="AsidePosts__title">500-year-old Transylvanian diaries show how the Little Ice Age completely changed life and death in the region</h3></a></div><div class="AsidePosts"><a aria-label="Scientists find that a playful approach to life activates ‘lemonading’, which helps people cope with adversity " href="/news/2025/02/10/playful-approach-to-life-activates-lemonading-resilience-frontiers-psychology"><figure class="FrontiersImage AsidePosts__image"><picture class="FrontiersImage"><!--[--><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=106&h=106&fm=webp&f=center&fit=fill&q=80" media="(max-width: 767px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=78&h=78&fm=webp&f=center&fit=fill&q=80" media="(min-width: 768px and max-width: 1023px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=110&h=110&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1024px and max-width: 1279px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=48&h=48&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1280px and max-width: 1439px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=56&h=56&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1440px and max-width: 1919px)"><source srcset="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" media="(min-width: 1920px)"><!--]--><img src="https://images.ctfassets.net/mrbo2ykgx5lt/56OjGdU0pw0NZd6zVFBHCA/cf281a72ad9c38743c79a5d3b83c78ac/Horizontal-joyful_disabled_man_in_wheelchair_playing_basketball_with_two_friends_with_a_ball.png?&w=80&h=80&fm=webp&f=center&fit=fill&q=80" class="is-inside-mask" alt loading="eager"></picture><figcaption>Three middle-aged friends play a casual game of basketball; one is in a wheelchair</figcaption></figure></a><a href="/news/2025/02/10/playful-approach-to-life-activates-lemonading-resilience-frontiers-psychology"><h3 class="AsidePosts__title">Scientists find that a playful approach to life activates ‘lemonading’, which helps people cope with adversity </h3></a></div><!--]--><h2 class="Layout__aside__title" data-v-d34c27e7>Categories</h2><div data-v-d34c27e7></div><div data-v-d34c27e7><!--[--><div class="TagCloud" data-v-fc649ee8><!--[--><a href="/news/category/climate-action"><h3 class="TagCloud__tag">Climate action</h3></a><a href="/news/category/earth-science"><h3 class="TagCloud__tag">Earth science</h3></a><a href="/news/category/ebooks"><h3 class="TagCloud__tag">eBooks</h3></a><a href="/news/category/engineering"><h3 class="TagCloud__tag">Engineering</h3></a><a href="/news/category/environment"><h3 class="TagCloud__tag">Environment</h3></a><a href="/news/category/featured-news"><h3 class="TagCloud__tag">Featured news</h3></a><a href="/news/category/frontiers-announcements"><h3 class="TagCloud__tag">Frontiers news</h3></a><a href="/news/category/health"><h3 class="TagCloud__tag">Health</h3></a><a href="/news/category/humanities"><h3 class="TagCloud__tag">Humanities</h3></a><a href="/news/category/impact-analysis"><h3 class="TagCloud__tag">Impact analysis</h3></a><!--]--></div><button type="button" class="Button Button--linkButton Button--grey Button--medium" data-event="btn-action" data-v-fc649ee8><span>View all categories</span></button><!--]--></div><div data-v-d34c27e7></div></aside></div></div><div class="Newsletter"><div class="Newsletter__signup"><div class="Newsletter__heading"><p class="Newsletter__title">Get the latest research updates, subscribe to our newsletter</p><!----></div><div class="FormContainer FormContainer--blue"><!--[--><form class="Newsletter__form"><fieldset class="Newsletter__fieldset"><div class="Newsletter__fieldgroup"><div class="Input"><span class="Input__labelWrapper"><label for="subscriberFirstName" class="Input__label">Name</label></span><input class="Input__field" id="subscriberFirstName" type="text" value><!----><!----></div></div><div class="Newsletter__fieldgroup"><div class="Input"><span class="Input__labelWrapper"><label for="subscriberLastName" class="Input__label">Last name</label></span><input class="Input__field" id="subscriberLastName" type="text" value><!----><!----></div></div><div class="Newsletter__fieldgroup"><div class="Input"><span class="Input__labelWrapper"><label for="subscriberEmail" class="Input__label">E-mail</label></span><input class="Input__field" id="subscriberEmail" type="text" value><!----><!----></div></div></fieldset><button type="submit" class="Button Button--blue40 Button--medium" data-event="newsletter-btn-subscribe"><span>Subscribe</span></button></form><!--]--></div></div><input type="hidden" value></div><footer class="Footer"><div class="Footer__wrapper"><div class="Footer__sections"><ul class="Accordion"><!--[--><!--[--><li class="Accordion__item"><button class="Accordion__headline"><!----><!--[--><div class="Accordion__title">Guidelines</div><div class="Accordion__space"></div><!--]--><div class="Accordion__arrow"></div></button><div class="Accordion__content Accordion__content--fadeOut" style="height:0px;"><!--[--><ul><!--[--><li><a href="https://www.frontiersin.org/guidelines/author-guidelines" target="_self" data-event="footer-block_0-a_authorGuidelines">Author guidelines</a></li><li><a href="https://www.frontiersin.org/guidelines/editor-guidelines" target="_self" data-event="footer-block_0-a_editorGuidelines">Editor guidelines</a></li><li><a href="https://www.frontiersin.org/guidelines/policies-and-publication-ethics" target="_self" data-event="footer-block_0-a_policiesAndPublicationE">Policies and publication ethics</a></li><li><a href="https://www.frontiersin.org/about/fee-policy" target="_self" data-event="footer-block_0-a_feePolicy">Fee policy</a></li><!--]--></ul><!--]--></div></li><li class="Accordion__item"><button class="Accordion__headline"><!----><!--[--><div class="Accordion__title">Explore</div><div class="Accordion__space"></div><!--]--><div class="Accordion__arrow"></div></button><div class="Accordion__content Accordion__content--fadeOut" style="height:0px;"><!--[--><ul><!--[--><li><a href="https://www.frontiersin.org/articles" target="_self" data-event="footer-block_1-a_articles">Articles</a></li><li><a href="https://www.frontiersin.org/research-topics" target="_self" data-event="footer-block_1-a_researchTopics">Research Topics </a></li><li><a href="https://www.frontiersin.org/journals" target="_self" data-event="footer-block_1-a_journals">Journals</a></li><li><a href="https://www.frontiersin.org/about/how-we-publish" target="_self" data-event="footer-block_1-a_howWePublish">How we publish</a></li><!--]--></ul><!--]--></div></li><li class="Accordion__item"><button class="Accordion__headline"><!----><!--[--><div class="Accordion__title">Outreach</div><div class="Accordion__space"></div><!--]--><div class="Accordion__arrow"></div></button><div class="Accordion__content Accordion__content--fadeOut" style="height:0px;"><!--[--><ul><!--[--><li><a href="https://forum.frontiersin.org/" target="_blank" data-event="footer-block_2-a_frontiersForum">Frontiers Forum </a></li><li><a href="https://policylabs.frontiersin.org/" target="_blank" data-event="footer-block_2-a_frontiersPolicyLabs">Frontiers Policy Labs </a></li><li><a href="https://kids.frontiersin.org/" target="_blank" data-event="footer-block_2-a_frontiersForYoungMinds">Frontiers for Young Minds</a></li><li><a href="https://www.frontiersplanetprize.org/" target="_blank" data-event="footer-block_2-a_frontiersPlanetPrize">Frontiers Planet Prize</a></li><!--]--></ul><!--]--></div></li><li class="Accordion__item"><button class="Accordion__headline"><!----><!--[--><div class="Accordion__title">Connect</div><div class="Accordion__space"></div><!--]--><div class="Accordion__arrow"></div></button><div class="Accordion__content Accordion__content--fadeOut" style="height:0px;"><!--[--><ul><!--[--><li><a href="https://helpcenter.frontiersin.org" target="_blank" data-event="footer-block_3-a_helpCenter">Help center</a></li><li><a href="https://loop.frontiersin.org/settings/email-preferences?a=publishers" target="_blank" data-event="footer-block_3-a_emailsAndAlerts">Emails and alerts </a></li><li><a href="https://www.frontiersin.org/about/contact" target="_self" data-event="footer-block_3-a_contactUs">Contact us </a></li><li><a href="https://www.frontiersin.org/submission/submit" target="_self" data-event="footer-block_3-a_submit">Submit</a></li><li><a href="https://careers.frontiersin.org/" target="_blank" data-event="footer-block_3-a_careerOpportunities">Career opportunities</a></li><!--]--></ul><!--]--></div></li><!--]--><!--]--></ul><div class="Footer__socialLinks"><div class="Footer__socialLinks__title">Follow us</div><!--[--><span class="Link__wrapper"><a class="Link Link--linkType Link--grey Link--medium Link--icon Link--facebook Link--right" aria-label="Frontiers Facebook" href="https://www.facebook.com/Frontiersin" target="_blank"><span></span></a></span><span class="Link__wrapper"><a class="Link Link--linkType Link--grey Link--medium Link--icon Link--twitter Link--right" aria-label="Frontiers Twitter" href="https://twitter.com/frontiersin" target="_blank"><span></span></a></span><span class="Link__wrapper"><a class="Link Link--linkType Link--grey Link--medium Link--icon Link--linkedin Link--right" aria-label="Frontiers LinkedIn" href="https://www.linkedin.com/company/frontiers" target="_blank"><span></span></a></span><span class="Link__wrapper"><a class="Link Link--linkType Link--grey Link--medium Link--icon Link--instagram Link--right" aria-label="Frontiers Instagram" href="https://www.instagram.com/frontiersin_" target="_blank"><span></span></a></span><!--]--></div></div><div class="Footer__copyright"><div><span>© 2025 Frontiers Media S.A. All rights reserved</span></div><div><a href="https://www.frontiersin.org/legal/privacy-policy" target="_blank">Privacy policy</a><span> | </span><a href="https://www.frontiersin.org/legal/terms-and-conditions" target="_blank">Terms and conditions</a></div></div></div></footer><!--]--><noscript><iframe src="https://tag-manager.frontiersin.org/ns.html?id=GTM-55799X7>m_auth=wu4zNXypdxbpNvFCndDH_A>m_preview=env-1>m_cookies_win=x" height="0" width="0" style="display: none; visibility: hidden"> </iframe></noscript><!--]--></div><script type="application/json" id="__NUXT_DATA__" data-ssr="true">[["Reactive",1],{"data":2,"state":317,"_errors":473,"serverRendered":100,"path":474},{"ibar":3,"footer":122,"posts-robotics-and-ai-undefined-na-1--undefined-undefined":202,"_apollo:contentful":315,"_apollo:contentfulPreview":316},{"tenantLogo":4,"journalLogo":4,"aboutUs":5,"submitUrl":99,"showSubmitButton":100,"sectionTerm":101,"aboutJournal":102,"mainLinks":103,"journalLinks":110,"helpCenterLink":119},"",[6,23,36,57,72],{"title":7,"links":8},"Who we are",[9,14,17,20],{"text":10,"url":11,"target":12,"ariaLabel":13},"Mission and values","https://www.frontiersin.org/about/mission","_self",null,{"text":15,"url":16,"target":12,"ariaLabel":13},"History","https://www.frontiersin.org/about/history",{"text":18,"url":19,"target":12,"ariaLabel":13},"Leadership","https://www.frontiersin.org/about/leadership",{"text":21,"url":22,"target":12,"ariaLabel":13},"Awards","https://www.frontiersin.org/about/awards",{"title":24,"links":25},"Impact and progress",[26,29,33],{"text":27,"url":28,"target":12,"ariaLabel":13},"Frontiers' impact","https://www.frontiersin.org/about/impact",{"text":30,"url":31,"target":32,"ariaLabel":13},"Progress Report 2022","https://progressreport.frontiersin.org/?utm_source=fweb&utm_medium=frep&utm_campaign=pr20","_blank",{"text":34,"url":35,"target":12,"ariaLabel":13},"All annual reports","https://www.frontiersin.org/about/annual-reports",{"title":37,"links":38},"Publishing model",[39,42,45,48,51,54],{"text":40,"url":41,"target":12,"ariaLabel":13},"How we publish","https://www.frontiersin.org/about/how-we-publish",{"text":43,"url":44,"target":12,"ariaLabel":13},"Open access","https://www.frontiersin.org/about/open-access",{"text":46,"url":47,"target":12,"ariaLabel":13},"Fee policy","https://www.frontiersin.org/about/fee-policy",{"text":49,"url":50,"target":12,"ariaLabel":13},"Peer review","https://www.frontiersin.org/about/peer-review",{"text":52,"url":53,"target":12,"ariaLabel":13},"Research integrity","https://www.frontiersin.org/about/research-integrity",{"text":55,"url":56,"target":12,"ariaLabel":13},"Research Topics","https://www.frontiersin.org/about/research-topics",{"title":58,"links":59},"Services",[60,63,66,69],{"text":61,"url":62,"target":32,"ariaLabel":13},"Societies","https://publishingpartnerships.frontiersin.org/",{"text":64,"url":65,"target":12,"ariaLabel":13},"National consortia","https://www.frontiersin.org/open-access-agreements/consortia",{"text":67,"url":68,"target":12,"ariaLabel":13},"Institutional partnerships","https://www.frontiersin.org/about/open-access-agreements",{"text":70,"url":71,"target":12,"ariaLabel":13},"Collaborators","https://www.frontiersin.org/about/collaborators",{"title":73,"links":74},"More from Frontiers",[75,79,83,87,91,95],{"text":76,"url":77,"target":32,"ariaLabel":78},"Frontiers Forum","https://forum.frontiersin.org/","this link will take you to the Frontiers Forum website",{"text":80,"url":81,"target":32,"ariaLabel":82},"Frontiers Planet Prize","https://www.frontiersplanetprize.org/","this link will take you to the Frontiers Planet Prize website",{"text":84,"url":85,"target":32,"ariaLabel":86},"Press office","https://pressoffice.frontiersin.org/","this link will take you to the Frontiers press office website",{"text":88,"url":89,"target":12,"ariaLabel":90},"Sustainability","https://www.frontiersin.orgabout/sustainability","link to information about Frontiers' sustainability",{"text":92,"url":93,"target":32,"ariaLabel":94},"Career opportunities","https://careers.frontiersin.org/","this link will take you to the Frontiers careers website",{"text":96,"url":97,"target":12,"ariaLabel":98},"Contact us","https://www.frontiersin.org/about/contact","this link will take you to the help pages to contact our support team","https://www.frontiersin.org/submission/submit",true,"Sections",[],[104,107],{"text":105,"url":106,"target":12,"ariaLabel":13},"All journals","https://www.frontiersin.org/journals",{"text":108,"url":109,"target":12,"ariaLabel":13},"All articles","https://www.frontiersin.org/articles",[111,114,116],{"text":112,"url":113,"target":12,"ariaLabel":13},"Articles","articles",{"text":55,"url":115,"target":12,"ariaLabel":13},"research-topics",{"text":117,"url":118,"target":12,"ariaLabel":13},"Editorial board","editors",{"text":120,"url":121,"target":32,"ariaLabel":120},"Help center","https://helpcenter.frontiersin.org",{"blocks":123,"socialLinks":175,"copyright":199,"termsAndConditionsUrl":200,"privacyPolicyUrl":201},[124,137,147,161],{"title":125,"links":126},"Guidelines",[127,130,133,136],{"text":128,"url":129,"target":12,"ariaLabel":13},"Author guidelines","https://www.frontiersin.org/guidelines/author-guidelines",{"text":131,"url":132,"target":12,"ariaLabel":13},"Editor guidelines","https://www.frontiersin.org/guidelines/editor-guidelines",{"text":134,"url":135,"target":12,"ariaLabel":13},"Policies and publication ethics","https://www.frontiersin.org/guidelines/policies-and-publication-ethics",{"text":46,"url":47,"target":12,"ariaLabel":13},{"title":138,"links":139},"Explore",[140,141,144,146],{"text":112,"url":109,"target":12,"ariaLabel":13},{"text":142,"url":143,"target":12,"ariaLabel":13},"Research Topics ","https://www.frontiersin.org/research-topics",{"text":145,"url":106,"target":12,"ariaLabel":13},"Journals",{"text":40,"url":41,"target":12,"ariaLabel":13},{"title":148,"links":149},"Outreach",[150,153,156,160],{"text":151,"url":77,"target":32,"ariaLabel":152},"Frontiers Forum ","Frontiers Forum website",{"text":154,"url":155,"target":32,"ariaLabel":13},"Frontiers Policy Labs ","https://policylabs.frontiersin.org/",{"text":157,"url":158,"target":32,"ariaLabel":159},"Frontiers for Young Minds","https://kids.frontiersin.org/","Frontiers for Young Minds journal",{"text":80,"url":81,"target":32,"ariaLabel":82},{"title":162,"links":163},"Connect",[164,165,169,172,174],{"text":120,"url":121,"target":32,"ariaLabel":120},{"text":166,"url":167,"target":32,"ariaLabel":168},"Emails and alerts ","https://loop.frontiersin.org/settings/email-preferences?a=publishers","Subscribe to Frontiers emails",{"text":170,"url":97,"target":12,"ariaLabel":171},"Contact us ","Subscribe to newsletter",{"text":173,"url":99,"target":12,"ariaLabel":13},"Submit",{"text":92,"url":93,"target":32,"ariaLabel":13},[176,184,189,194],{"link":177,"type":180,"color":181,"icon":182,"size":183,"hiddenText":100},{"text":178,"url":179,"target":32,"ariaLabel":178},"Frontiers Facebook","https://www.facebook.com/Frontiersin","Link","Grey","Facebook","Medium",{"link":185,"type":180,"color":181,"icon":188,"size":183,"hiddenText":100},{"text":186,"url":187,"target":32,"ariaLabel":13},"Frontiers Twitter","https://twitter.com/frontiersin","Twitter",{"link":190,"type":180,"color":181,"icon":193,"size":183,"hiddenText":100},{"text":191,"url":192,"target":32,"ariaLabel":13},"Frontiers LinkedIn","https://www.linkedin.com/company/frontiers","LinkedIn",{"link":195,"type":180,"color":181,"icon":198,"size":183,"hiddenText":100},{"text":196,"url":197,"target":32,"ariaLabel":13},"Frontiers Instagram","https://www.instagram.com/frontiersin_","Instagram","Frontiers Media S.A. All rights reserved","https://www.frontiersin.org/legal/terms-and-conditions","https://www.frontiersin.org/legal/privacy-policy",{"limit":203,"skip":204,"categories":205,"total":207,"items":208},15,0,[206],"robotics-and-ai",55,[209,217,224,231,238,245,252,259,266,273,280,287,294,301,308],{"title":210,"description":211,"categories":212,"publishedOn":214,"publicURL":215,"imageURL":216},"Will humans accept robots that can lie? Scientists find it depends on the lie","Scientists find that a lie that protects someone’s feelings is acceptable, but lies which misrepresent a robot’s abilities aren’t.",[213],"Robotics and AI","2024-09-05T00:00:00.000Z","https://www.frontiersin.org/news/2024/09/05/will-humans-accept-robots-that-lie-it-depends-frontiers-robotics-ai","https://images.ctfassets.net/mrbo2ykgx5lt/7rfzZCKG6IOBC7vlTrylJ0/524fecb68a3913d00fa18374965f5734/Horizontal-Robot_man_handshake.png",{"title":218,"description":219,"categories":220,"publishedOn":221,"publicURL":222,"imageURL":223},"Machine learning tools can predict emotion in voices in just over a second ","Scientists showed that machine learning tools can identify emotions from audio fragments lasting just 1.5 seconds on par with human ratings",[213],"2024-03-20T00:00:00.000Z","https://www.frontiersin.org/news/2024/03/20/machine-learning-predict-emotion","https://images.ctfassets.net/mrbo2ykgx5lt/39xXt6fEGpJpuJJG90ZiqA/7310c6203e9fc94ca778ee6c03dcb8a5/Horizontal-Futuristic_dots_pattern_on_dark_background._Colored_music_wave._Big_data_digital_code._Technology_or_Science_Bann.png",{"title":225,"description":226,"categories":227,"publishedOn":228,"publicURL":229,"imageURL":230},"Scientists develop ‘flying dragon’ robot to fight fires from a distance","Researchers have developed the Dragon Firefighter, a flying firehose that can aid human firefighters to put out the most dangerous fires. Because the design is Open Science, researchers around the world can use these plans to build their own Dragon Firefighters. The authors expect that real-world applications will be possible within a decade.",[213],"2023-12-22T00:00:00.000Z","https://www.frontiersin.org/news/2023/12/22/frontiers-robotics-ai-dragon-firefighter","https://images.ctfassets.net/mrbo2ykgx5lt/hYPbD0w5Seljv6o1zfaQD/fb3a489df7f840f19afe0efa983fbeb0/frontiers-robotics-ai-dragon-firefighter.png",{"title":232,"description":233,"categories":234,"publishedOn":235,"publicURL":236,"imageURL":237},"New high-tech microscope using AI successfully detects malaria in returning travelers","By Deborah Pirchner, Frontiers science writer Image: Shutterstock.com Malaria is an infectious disease claiming more than half a million lives each year. Because traditional diagnosis takes expertise and the workload is high, an international team of researchers investigated if diagnosis using a new system combining an automatic scanning microscope and AI is feasible in clinical settings. They found that the system identified malaria parasites almost as accurately as experts staffing microscopes used in standard diagnostic procedures. This may help reduce the burden on microscopists and increase the feasible patient load. Each year, more than 200 million people fall sick with malaria and more than half a million of these infections lead to death. The World Health Organization recommends parasite-based diagnosis before starting treatment for the disease caused by Plasmodium parasites. There are various diagnostic methods, including conventional light microscopy, rapid diagnostic tests and PCR. The standard for malaria diagnosis, however, remains manual light microscopy, during which a specialist examines blood films with a microscope to confirm the presence of malaria parasites. Yet, the accuracy of the results depends critically on the skills of the microscopist and can be hampered by fatigue caused by excessive workloads of the professionals doing the […]\n",[213],"2023-08-10T06:00:00.000Z","https://www.frontiersin.org/news/2023/08/10/microscope-ai-malaria","https://images.ctfassets.net/mrbo2ykgx5lt/51335/2df80b3f501b8110174864b8fdcb7885/Horizontal-Young-woman-traveler-tourist-with-luggage-standing-on-escalators-in-train-station.png",{"title":239,"description":240,"categories":241,"publishedOn":242,"publicURL":243,"imageURL":244},"Machine learning helps researchers identify hit songs with 97% accuracy","By Deborah Pirchner, Frontiers science writer Image: Shutterstock.com Predicting hit songs is notoriously difficult. Researchers have now applied machine learning (ML) to high-frequency neurophysiologic data to improve hit song prediction accuracy. They showed that if ML was applied to neural data collected while people listened to new music, hit songs could be predicted with close-to-perfect accuracy. This can open doors to providing consumers with the entertainment they are looking for, rather than flooding them with options. Every day, tens of thousands of songs are released. This constant stream of options makes it difficult for streaming services and radio stations to choose which songs to add to playlists. To find the ones that will resonate with a large audience, these services have used human listeners and artificial intelligence. This approach, however, lingering at a 50% accuracy rate, does not reliably predict if songs will become hits. Now, researchers in the US have used a comprehensive machine learning technique applied to brain responses and were able to predict hit songs with 97% accuracy. “By applying machine learning to neurophysiologic data, we could almost perfectly identify hit songs,” said Paul Zak, a professor at Claremont Graduate University and senior author of the study […]\n",[213],"2023-06-20T06:00:00.000Z","https://www.frontiersin.org/news/2023/06/20/machine-learning-identify-hit-songs","https://images.ctfassets.net/mrbo2ykgx5lt/50477/75d39f68dadfe42a3b016f8562cd7020/HORIZO2.jpg",{"title":246,"description":247,"categories":248,"publishedOn":249,"publicURL":250,"imageURL":251},"Why diversity and inclusion needs to be at the forefront of future AI","by Inês Hipólito/Deborah Pirchner, Frontiers science writer Image: shutterstock.com Inês Hipólito is a highly accomplished researcher, recognized for her work in esteemed journals and contributions as a co-editor. She has received research awards including the prestigious Talent Grant from the University of Amsterdam in 2021. After her PhD, she held positions at the Berlin School of Mind and Brain and Humboldt-Universität zu Berlin. Currently, she is a permanent lecturer of the philosophy of AI at Macquarie University, focusing on cognitive development and the interplay between augmented cognition (AI) and the sociocultural environment. Inês co-leads a consortium project on ‘Exploring and Designing Urban Density. Neurourbanism as a Novel Approach in Global Health,’ funded by the Berlin University Alliance. She also serves as an ethicist of AI at Verses. Beyond her research, she co-founded and serves as vice-president of the International Society for the Philosophy of the Sciences of the Mind. Inês is the host of the thought-provoking podcast ‘The PhilospHER’s Way’ and has actively contributed to the Women in Philosophy Committee and the Committee in Diversity and Inclusivity at the Australasian Association of Philosophy from 2017 to 2020. As part of our Frontier Scientist series, Hipólito caught up with Frontiers to tell us […]\n",[213],"2023-06-08T06:00:00.000Z","https://www.frontiersin.org/news/2023/06/08/diversity-inclusion-forefront-future-ai","https://images.ctfassets.net/mrbo2ykgx5lt/50324/4c30b81b56b54a68b3204381b083b93f/HORIZO1.jpg",{"title":253,"description":254,"categories":255,"publishedOn":256,"publicURL":257,"imageURL":258},"Frontiers in Virtual Reality Seminar Series 3: Fostering inclusion and social interaction in XR","Online Seminar Series Inclusion, accessibility, and social interaction in virtual and augmented reality environments is key to ensure the success of the deployment of this technology at a public scale. Although immersive environments offer fantastic opportunities for creativity, learning, and social interaction, there is a risk of abusive behavior and exclusion of people with special needs. The GuestXR European project embraces artificial intelligence, together with neuroscience and social psychology research to increase harmony and improve the participants’ experience in shared 3D virtual or augmented reality spaces. This seminar series, organized by Frontiers in Virtual Reality journal and partners from the GuestXR project, will start with a webinar on the features of an innovative XR technology for meeting with participants around the world. The series of online series will follow on with sessions on the research and advancements on haptic technologies and 3D audio techniques to support social interactions and inclusion in XR environments. Finally, we will delve into advanced multisensory features to improve accessibility to VR environments by publics with special needs. Speakers Bio: SeminarDate AbstractRegistration linkSEMINAR 1. A Shared XR System with Full Body Avatars and AI Agent Integration for Enhanced Inclusivity17 May 2023, 16.00h CESTIn this webinar, we will discuss an innovative […]\n",[213],"2023-05-10T17:35:22.000Z","https://www.frontiersin.org/news/2023/05/10/virtual-reality-seminar-series-3","https://images.ctfassets.net/mrbo2ykgx5lt/49773/9042687d7168d984b4c2f15c7cd933ad/MicrosoftTeams-image-27-1.png",{"title":260,"description":261,"categories":262,"publishedOn":263,"publicURL":264,"imageURL":265},"Machine learning helps researchers separate compostable from conventional plastic waste with ‘very high’ accuracy","By Deborah Pirchner, Frontiers science writer Image: Shutterstock.com Compostable plastics are on the rise. Despite their merits, these products, including wrappers and packaging, can contaminate conventional plastic waste in the recycling process. Now, scientists used highly sensitive imaging techniques and developed machine learning methods that can identify compostable plastics among conventional types. Disposable plastics are everywhere: Food containers, coffee cups, plastic bags. Some of these plastics, called compostable plastics, can be engineered to biodegrade under controlled conditions. However, they often look identical to conventional plastics, get recycled incorrectly and, as a result, contaminate plastic waste streams and reduce recycling efficiency. Similarly, recyclable plastics are often mistaken for compostable ones, resulting in polluted compost. Researchers at University College London (UCL) have published a paper in Frontiers in Sustainability in which they used machine learning to automatically sort different types of compostable and biodegradable plastics and differentiate them from conventional plastics. “The accuracy is very high and allows the technique to be feasibly used in industrial recycling and composting facilities in the future,” said Prof Mark Miodownik, corresponding author of the study. Up to perfect accuracy The researchers worked with different types of plastics measuring between 50mm by 50mm and 5mm by 5mm. […]\n",[213],"2023-03-14T06:00:00.000Z","https://www.frontiersin.org/news/2023/03/14/separating-compostable-conventional-plastic-waste","https://images.ctfassets.net/mrbo2ykgx5lt/47946/0cc85c8fc7b0ddc9ed94506ff21a8ebc/Horizontal-River-that-is-polluted-with-various-garbage-and-trash-Polluted-rivers-photography-1.png",{"title":267,"description":268,"categories":269,"publishedOn":270,"publicURL":271,"imageURL":272},"Scientists unveil plan to create biocomputers powered by human brain cells","by Liad Hollender, Frontiers science writer Credit: Thomas Hartung, Johns Hopkins University Despite AI’s impressive track record, its computational power pales in comparison with that of the human brain. Scientists today unveil a revolutionary path to drive computing forward: organoid intelligence (OI), where lab-grown brain organoids serve as biological hardware. “This new field of biocomputing promises unprecedented advances in computing speed, processing power, data efficiency, and storage capabilities – all with lower energy needs,” say the authors in an article published in Frontiers in Science. Artificial intelligence (AI) has long been inspired by the human brain. This approach proved highly successful: AI boasts impressive achievements – from diagnosing medical conditions to composing poetry. Still, the original model continues to outperform machines in many ways. This is why, for example, we can ‘prove our humanity’ with trivial image tests online. What if instead of trying to make AI more brain-like, we went straight to the source? Scientists across multiple disciplines are working to create revolutionary biocomputers where three-dimensional cultures of brain cells, called brain organoids, serve as biological hardware. They describe their roadmap for realizing this vision in the journal Frontiers in Science. “We call this new interdisciplinary field ‘organoid intelligence’ […]\n",[213],"2023-02-28T09:06:00.000Z","https://www.frontiersin.org/news/2023/02/28/brain-organoids-intelligence-biocomoputing-hartung","https://images.ctfassets.net/mrbo2ykgx5lt/47658/2060c77a26893754931a1f31ee72f6c7/023bd735-59da-4b78-af50-cc3a42015d5d.png",{"title":274,"description":275,"categories":276,"publishedOn":277,"publicURL":278,"imageURL":279},"‘My dream is for AI and brain organoids to explore each other’s capabilities’","by Liad Hollender, Frontiers science writer Image: Prof Thomas Hartung Over just a few decades, computers shrunk from massive installations to slick devices that fit in our pockets. But this dizzying trend might end soon, because we simply can’t produce small enough components. To keep driving computing forward, scientists are looking for alternative approaches. An article published in Frontiers in Science presents a revolutionary strategy, called organoid intelligence. This emerging scientific field aims to create biocomputers where lab-grown brain organoids (three-dimensional brain-cell cultures) serve as biological hardware. According to the authors, this technology could also drive progress in biomedicine, providing unprecedented insight into the human brain. To learn more about this exciting new field, we interviewed the senior author of the article, Prof Thomas Hartung. He is the director of the Center for Alternatives to Animal Testing in Europe (CAAT-Europe), and a professor at Johns Hopkins University’s Bloomberg School of Public Health. How do you define organoid intelligence? Reproducing cognitive functions – such as learning and sensory processing – in a lab-grown human-brain model. How did this idea emerge? I’m a pharmacologist and toxicologist, so I’m interested in developing medicines and identifying substances that are dangerous to our health, specifically […]\n",[213],"2023-02-28T09:05:00.000Z","https://www.frontiersin.org/news/2023/02/28/thomas-hartung-organoid-intelligence","https://images.ctfassets.net/mrbo2ykgx5lt/47551/90bccfcb0857f1cb340710c7459b8c0b/FiSci_Hub_Smirnova_Thomas-Hartung-WP.png",{"title":281,"description":282,"categories":283,"publishedOn":284,"publicURL":285,"imageURL":286},"Smart ‘Joey’ bots could soon swarm underground to clean and inspect our pipes","By Mischa Dijkstra, Frontiers science writer Joey’s design. Image credit: TL Nguyen, A Blight, A Pickering, A Barber, GH Jackson-Mills, JH Boyle, R Richardson, M Dogar, N Cohen Researchers from the University of Leeds have developed the first mini-robot, called Joey, that can find its own way independently through networks of narrow pipes underground, to inspect any damage or leaks. Joeys are cheap to produce, smart, small, and light, and can move through pipes inclined at a slope or over slippery or muddy sediment at the bottom of the pipes. Future versions of Joey will operate in swarms, with their mobile base on a larger ‘mother’ robot Kanga, which will be equipped with arms and tools for repairs to the pipes. Beneath our streets lies a maze of pipes, conduits for water, sewage, and gas. Regular inspection of these pipes for leaks, or repair, normally requires these to be dug up. The latter is not only onerous and expensive – with an estimated annual cost of £5.5bn in the UK alone – but causes disruption to traffic as well as nuisance to people living nearby, not to mention damage to the environment. Now imagine a robot that can find its […]\n",[213],"2022-11-16T06:00:00.000Z","https://www.frontiersin.org/news/2022/11/16/smart-joey-bots-could-soon-swarm-underground-to-clean-and-inspect-our-pipes","https://images.ctfassets.net/mrbo2ykgx5lt/46061/dd2ff7fe073205692dc498eefcb24dd5/frontiers-robotics-ai-joey-mini-robot-inspecting-pipes-1.jpeg",{"title":288,"description":289,"categories":290,"publishedOn":291,"publicURL":292,"imageURL":293},"How do we stop ‘robot evolution’ from spiraling out of control? Two essential articles on the future of robotics and AI","By Colm Gorey, Frontiers Science Communications Manager Image: Shutterstock.com Robotics and AI have quickly outgrown as tropes of science fiction and are almost ubiquitous in our daily lives, even if we don’t realize it. Now, Frontiers highlights just some of the latest top articles in this fascinating field. Whether it’s wheeled robots whizzing around city-sized warehouses, or if it’s just a smart assistant in your phone, robotics and AI has quickly become integral technologies in our lives. And while big tech companies and gadget lovers are quick to speak of its enormous benefits, those closely studying the field are calling on more caution. These technologies are working well now, but can we allow them to develop indefinitely? That’s among the questions being asked by some of the largest governmental bodies in the world – such as the EU and UN – who believe stricter rules and regulations are needed to keep technology not only within the realms of rapidly-outdated laws, but make sure they don’t eventually lead to our downfall. To that end, here are some of the latest articles published to Frontiers authored by some of the top researchers in their field as part of the research topic ‘Horizons […]\n",[213],"2022-10-27T15:19:11.000Z","https://www.frontiersin.org/news/2022/10/27/robot-evolution-out-of-control-ai","https://images.ctfassets.net/mrbo2ykgx5lt/45768/8a95327eb59605abde927cd327db9ffa/Horizontal-Fair-haired-boy-touching-chest-of-a-human-robot.png",{"title":295,"description":296,"categories":297,"publishedOn":298,"publicURL":299,"imageURL":300},"New walking robot design could revolutionize how we build things in space","By Suzanna Burgelman, Frontiers science writer Image: Shutterstock.com Researchers have designed a state-of-the-art walking robot that could revolutionize large construction projects in space. They tested the feasibility of the robot for the in-space assembly of a 25m Large Aperture Space Telescope. They present their findings in Frontiers in Robotics and AI. A scaled-down prototype of the robot also showed promise for large construction applications on Earth. Maintenance and servicing of large constructions are nowhere more needed than in space, where the conditions are extreme and human technology has a short lifespan. Extravehicular activities (activities done by an astronaut outside a spacecraft), robotics, and autonomous systems solutions have been useful for servicing and maintenance missions and have helped the space community conduct ground-breaking research on various space missions. Advancements in robotics and autonomous systems facilitate a multitude of in-space services. This includes, but is not limited to, manufacturing, assembly, maintenance, astronomy, earth observation, and debris removal. With the countless risks involved, only relying on human builders is not enough, and current technologies are becoming outdated. “We need to introduce sustainable, futuristic technology to support the current and growing orbital ecosystem,” explained corresponding author Manu Nair, PhD candidate at the University of […]\n",[213],"2022-10-14T06:00:00.000Z","https://www.frontiersin.org/news/2022/10/14/new-walking-robot-design-could-revolutionize-how-we-build-things-in-space","https://images.ctfassets.net/mrbo2ykgx5lt/45432/4a761a4efc2f073e2cfc5efac6c967f7/Horizontal-Hubble-space-telescope-on-orbit-of-Earth-planet.-Space-observatory-research.-Elements-of-this-image-furnished-by-.png",{"title":302,"description":303,"categories":304,"publishedOn":305,"publicURL":306,"imageURL":307},"Sharing a laugh: Scientists teach a robot when to have a sense of humor","By Peter Rejcek, science writer ERICA being trained on how to have a sense of humor. Image: Inoue et al No one can really agree on what makes each of us laugh, so designing an artificial intelligence (AI) system with a sense of humor is enormously challenging. Researchers at Kyoto University laughed off the challenge by developing an AI that appropriately detects and responds to human laughter at a shared moment during a conversation. This shared-laughter model is another step toward creating more natural interactions between humans and robots. Since at least the time of inquiring minds like Plato, philosophers and scientists have puzzled over the question, “What’s so funny?” The Greeks attributed the source of humor to feeling superior at the expense of others. German psychoanalyst Sigmund Freud believed humor was a way to release pent-up energy. US comedian Robin Williams tapped his anger at the absurd to make people laugh. It seems no one can really agree on the question of “What’s so funny?” So imagine trying to teach a robot how to laugh. But that’s exactly what a team of researchers at Kyoto University in Japan are trying to do by designing an AI that takes its […]\n",[213],"2022-09-15T06:00:00.000Z","https://www.frontiersin.org/news/2022/09/15/can-a-robot-laugh-ai","https://images.ctfassets.net/mrbo2ykgx5lt/44908/b7ecbe0241e0c9e4e6057b49a68160c7/erica-edited.jpg",{"title":309,"description":310,"categories":311,"publishedOn":312,"publicURL":313,"imageURL":314},"Bees’ ‘waggle dance’ may revolutionize how robots talk to each other in disaster zones","By Conn Hastings, science writer Image credit: rtbilder / Shutterstock.com Honeybees use a sophisticated dance to tell their sisters about the location of nearby flowers. This phenomenon forms the inspiration for a form of robot-robot communication that does not rely on digital networks. A recent study presents a simple technique whereby robots view and interpret each other’s movements or a gesture from a human to communicate a geographical location. This approach could prove invaluable when network coverage is unreliable or absent, such as in disaster zones. Where are those flowers and how far away are they? This is the crux of the ‘waggle dance’ performed by honeybees to alert others to the location of nectar-rich flowers. A new study in Frontiers in Robotics and AI has taken inspiration from this technique to devise a way for robots to communicate. The first robot traces a shape on the floor, and the shape’s orientation and the time it takes to trace it tell the second robot the required direction and distance of travel. The technique could prove invaluable in situations where robot labor is required but network communications are unreliable, such as in a disaster zone or in space. Honeybees excel at […]\n",[213],"2022-07-07T06:00:00.000Z","https://www.frontiersin.org/news/2022/07/07/frontiers-robotics-ai-robots-watch-human-gestures-communicate-with-honeybee-dance-to-deliver-packages","https://images.ctfassets.net/mrbo2ykgx5lt/43924/3dcac5963a254ab52bdd18d3ef134f89/frontiers-robotics-ai-honeybee-dance-inspires-robots-delivering-packages.jpg",{},{},{"$scategories":318,"$ssite-config":462},[319,329,332,337,343,350,355,358,364,367,370,377,382,386,389,394,399,402,407,409,413,417,422,427,431,432,434,437,442,446,451,455,458],{"name":320,"slug":321,"order":13,"parent":322,"isEligibleForPosts":100},"Climate action","climate-action",{"__typename":323,"name":324,"slug":325,"parent":326},"Category","Earth and beyond","earth-and-beyond",{"__typename":323,"name":327,"slug":328},"Research news","research-news",{"name":324,"slug":325,"order":330,"parent":331,"isEligibleForPosts":13},2,{"__typename":323,"name":327,"slug":328,"parent":13},{"name":333,"slug":334,"order":13,"parent":335,"isEligibleForPosts":100},"Earth science","earth-science",{"__typename":323,"name":324,"slug":325,"parent":336},{"__typename":323,"name":327,"slug":328},{"name":338,"slug":339,"order":13,"parent":340,"isEligibleForPosts":100},"eBooks","ebooks",{"__typename":323,"name":341,"slug":342,"parent":13},"Open science","open-science",{"name":344,"slug":345,"order":13,"parent":346,"isEligibleForPosts":100},"Engineering","engineering",{"__typename":323,"name":347,"slug":348,"parent":349},"Future tech","future-tech",{"__typename":323,"name":327,"slug":328},{"name":351,"slug":352,"order":13,"parent":353,"isEligibleForPosts":100},"Environment","environment",{"__typename":323,"name":324,"slug":325,"parent":354},{"__typename":323,"name":327,"slug":328},{"name":356,"slug":357,"order":13,"parent":13,"isEligibleForPosts":100},"Featured news","featured-news",{"name":359,"slug":360,"order":13,"parent":361,"isEligibleForPosts":100},"Frontiers news","frontiers-announcements",{"__typename":323,"name":362,"slug":363,"parent":13},"Frontiers updates","frontiers-updates",{"name":362,"slug":363,"order":365,"parent":13,"isEligibleForPosts":366},4,false,{"name":347,"slug":348,"order":368,"parent":369,"isEligibleForPosts":13},3,{"__typename":323,"name":327,"slug":328,"parent":13},{"name":371,"slug":372,"order":13,"parent":373,"isEligibleForPosts":100},"Health","health",{"__typename":323,"name":374,"slug":375,"parent":376},"Mind and body","mind-and-body",{"__typename":323,"name":327,"slug":328},{"name":378,"slug":379,"order":13,"parent":380,"isEligibleForPosts":100},"Humanities","humanities",{"__typename":323,"name":374,"slug":375,"parent":381},{"__typename":323,"name":327,"slug":328},{"name":383,"slug":384,"order":13,"parent":385,"isEligibleForPosts":100},"Impact analysis","impact-analysis",{"__typename":323,"name":362,"slug":363,"parent":13},{"name":67,"slug":387,"order":13,"parent":388,"isEligibleForPosts":100},"institutional-partnership",{"__typename":323,"name":362,"slug":363,"parent":13},{"name":390,"slug":391,"order":13,"parent":392,"isEligibleForPosts":100},"Life sciences","life-science",{"__typename":323,"name":374,"slug":375,"parent":393},{"__typename":323,"name":327,"slug":328},{"name":395,"slug":396,"order":13,"parent":397,"isEligibleForPosts":100},"Microbiome","microbiome",{"__typename":323,"name":374,"slug":375,"parent":398},{"__typename":323,"name":327,"slug":328},{"name":374,"slug":375,"order":400,"parent":401,"isEligibleForPosts":13},1,{"__typename":323,"name":327,"slug":328,"parent":13},{"name":403,"slug":404,"order":13,"parent":405,"isEligibleForPosts":100},"Neuroscience","neuroscience",{"__typename":323,"name":374,"slug":375,"parent":406},{"__typename":323,"name":327,"slug":328},{"name":341,"slug":342,"order":408,"parent":13,"isEligibleForPosts":13},5,{"name":410,"slug":411,"order":13,"parent":412,"isEligibleForPosts":100},"Open science and peer review","open-science-and-peer-review",{"__typename":323,"name":341,"slug":342,"parent":13},{"name":414,"slug":415,"order":13,"parent":416,"isEligibleForPosts":100},"Open science policy","open-science-policy",{"__typename":323,"name":341,"slug":342,"parent":13},{"name":418,"slug":419,"order":13,"parent":420,"isEligibleForPosts":100},"Psychiatry","psychiatry",{"__typename":323,"name":374,"slug":375,"parent":421},{"__typename":323,"name":327,"slug":328},{"name":423,"slug":424,"order":13,"parent":425,"isEligibleForPosts":100},"Psychology","psychology",{"__typename":323,"name":374,"slug":375,"parent":426},{"__typename":323,"name":327,"slug":328},{"name":428,"slug":429,"order":13,"parent":430,"isEligibleForPosts":100},"Publishing partnerships","publishing-partnerships",{"__typename":323,"name":362,"slug":363,"parent":13},{"name":327,"slug":328,"order":13,"parent":13,"isEligibleForPosts":366},{"name":55,"slug":115,"order":13,"parent":433,"isEligibleForPosts":100},{"__typename":323,"name":341,"slug":342,"parent":13},{"name":213,"slug":206,"order":13,"parent":435,"isEligibleForPosts":100},{"__typename":323,"name":347,"slug":348,"parent":436},{"__typename":323,"name":327,"slug":328},{"name":438,"slug":439,"order":13,"parent":440,"isEligibleForPosts":100},"Social science","social-science",{"__typename":323,"name":374,"slug":375,"parent":441},{"__typename":323,"name":327,"slug":328},{"name":443,"slug":444,"order":13,"parent":445,"isEligibleForPosts":100},"Society journal news","society-journal-news",{"__typename":323,"name":362,"slug":363,"parent":13},{"name":447,"slug":448,"order":13,"parent":449,"isEligibleForPosts":100},"Space sciences and astronomy","space-sciences-astronomy",{"__typename":323,"name":324,"slug":325,"parent":450},{"__typename":323,"name":327,"slug":328},{"name":88,"slug":452,"order":13,"parent":453,"isEligibleForPosts":100},"sustainability",{"__typename":323,"name":324,"slug":325,"parent":454},{"__typename":323,"name":327,"slug":328},{"name":456,"slug":457,"order":13,"parent":13,"isEligibleForPosts":100},"Top news","top-news",{"name":459,"slug":460,"order":13,"parent":461,"isEligibleForPosts":100},"Young Minds","young-minds",{"__typename":323,"name":341,"slug":342,"parent":13},{"_context":463,"url":469,"defaultLocale":470,"trailingSlash":366,"titleSeparator":471,"name":472,"indexable":100,"debug":366},{"url":464,"defaultLocale":465,"trailingSlash":465,"titleSeparator":465,"name":466,"indexable":467,"debug":468},"nitro:init","defaults","package.json","system","nuxt:config:site","https://science-news-2023.frontiersin.org/","en","|","science-news-2023",{"ibar":13,"footer":13,"posts-robotics-and-ai-undefined-na-1--undefined-undefined":13},"/news/category/robotics-and-ai"]</script><script>window.__NUXT__={};window.__NUXT__.config={public:{isDevMode:false,gtmId:"GTM-55799X7",gtmAuth:"wu4zNXypdxbpNvFCndDH_A",gtmPreview:"env-1",gtmServerUrl:"https://tag-manager.frontiersin.org",baseUrl:"https://www.frontiersin.org",appName:"science-news-2023",spaceId:1,spaceName:"Frontiers",domain:"frontiersin.org",loopUrl:"https://loop.frontiersin.org",ssMainDomain:"frontiersin.org",journalsPagesUrl:"https://www.frontiersin.org/api/v3/journals",faviconSize16:"https://brand.frontiersin.org/m/ed3f9ce840a03d7/favicon_16-tenantFavicon-Frontiers.png",faviconSize32:"https://brand.frontiersin.org/m/ed3f9ce840a03d7/favicon_32-tenantFavicon-Frontiers.png",faviconSize180:"https://brand.frontiersin.org/m/ed3f9ce840a03d7/favicon_180-tenantFavicon-Frontiers.png",site:{_context:{defaultLocale:"defaults",trailingSlash:"defaults",titleSeparator:"defaults",name:"package.json",indexable:"system",debug:"nuxt:config:site"},defaultLocale:"en",trailingSlash:false,titleSeparator:"|",name:"science-news-2023",indexable:true,debug:false}},app:{baseURL:"/",buildAssetsDir:"science-news/_nuxt",cdnURL:""}}</script><script type="module" src="/science-news/_nuxt/entry.7ee3a553.js" crossorigin></script></body> </html>