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transform:rotate(180deg); } /* Make second level flyouts fly up */ .ubermenu-invert.ubermenu-horizontal .ubermenu-submenu .ubermenu-item.ubermenu-active > .ubermenu-submenu-type-flyout{ top:auto; bottom:0; } /* Clip the submenus properly when inverted */ .ubermenu-invert.ubermenu-horizontal .ubermenu-item-level-0 > .ubermenu-submenu-drop{ clip: rect(-5000px,5000px,auto,-5000px); } /* Invert Vertical menu to make subs go left */ .ubermenu-invert.ubermenu-vertical .ubermenu-item-level-0 > .ubermenu-submenu-drop{ right:100%; left:auto; } .ubermenu-invert.ubermenu-vertical.ubermenu-sub-indicators .ubermenu-item-level-0.ubermenu-item-has-children > .ubermenu-target > .ubermenu-sub-indicator{ right:auto; left:10px; transform:rotate(90deg); } .ubermenu-vertical.ubermenu-invert .ubermenu-item > .ubermenu-submenu-drop { clip: rect(-5000px,5000px,5000px,-5000px); } /* Vertical Flyout > Flyout */ .ubermenu-vertical.ubermenu-invert.ubermenu-sub-indicators .ubermenu-has-submenu-drop > .ubermenu-target{ padding-left:25px; } .ubermenu-vertical.ubermenu-invert .ubermenu-item > .ubermenu-target > .ubermenu-sub-indicator { right:auto; left:10px; transform:rotate(90deg); } .ubermenu-vertical.ubermenu-invert .ubermenu-item > .ubermenu-submenu-drop.ubermenu-submenu-type-flyout, .ubermenu-vertical.ubermenu-invert .ubermenu-submenu-type-flyout > .ubermenu-item > .ubermenu-submenu-drop { right: 100%; left: auto; } .ubermenu-responsive-toggle{ display:none; } } @media screen and (max-width: 1180px){ .ubermenu-responsive-toggle, .ubermenu-sticky-toggle-wrapper { display: block; } .ubermenu-responsive{ width:100%; max-height:600px; visibility:visible; overflow:visible; -webkit-transition:max-height 1s ease-in; transition:max-height .3s ease-in; } .ubermenu-responsive.ubermenu-mobile-accordion:not(.ubermenu-mobile-modal):not(.ubermenu-in-transition):not(.ubermenu-responsive-collapse){ max-height:none; } .ubermenu-responsive.ubermenu-items-align-center{ text-align:left; } .ubermenu-responsive.ubermenu{ margin:0; } .ubermenu-responsive.ubermenu .ubermenu-nav{ display:block; } .ubermenu-responsive.ubermenu-responsive-nocollapse, .ubermenu-repsonsive.ubermenu-no-transitions{ display:block; max-height:none; } .ubermenu-responsive.ubermenu-responsive-collapse{ max-height:none; visibility:visible; overflow:visible; } .ubermenu-responsive.ubermenu-responsive-collapse{ max-height:0; overflow:hidden !important; visibility:hidden; } .ubermenu-responsive.ubermenu-in-transition, .ubermenu-responsive.ubermenu-in-transition .ubermenu-nav{ overflow:hidden !important; visibility:visible; } .ubermenu-responsive.ubermenu-responsive-collapse:not(.ubermenu-in-transition){ border-top-width:0; border-bottom-width:0; } .ubermenu-responsive.ubermenu-responsive-collapse .ubermenu-item .ubermenu-submenu{ display:none; } .ubermenu-responsive .ubermenu-item-level-0{ width:50%; } .ubermenu-responsive.ubermenu-responsive-single-column .ubermenu-item-level-0{ float:none; clear:both; width:100%; } .ubermenu-responsive .ubermenu-item.ubermenu-item-level-0 > .ubermenu-target{ border:none; box-shadow:none; } .ubermenu-responsive .ubermenu-item.ubermenu-has-submenu-flyout{ position:static; } .ubermenu-responsive.ubermenu-sub-indicators .ubermenu-submenu-type-flyout .ubermenu-has-submenu-drop > .ubermenu-target > .ubermenu-sub-indicator{ transform:rotate(0); right:10px; left:auto; } .ubermenu-responsive .ubermenu-nav .ubermenu-item .ubermenu-submenu.ubermenu-submenu-drop{ width:100%; min-width:100%; max-width:100%; top:auto; left:0 !important; } .ubermenu-responsive.ubermenu-has-border .ubermenu-nav .ubermenu-item .ubermenu-submenu.ubermenu-submenu-drop{ left: -1px !important; /* For borders */ } .ubermenu-responsive .ubermenu-submenu.ubermenu-submenu-type-mega > .ubermenu-item.ubermenu-column{ min-height:0; border-left:none; float:left; /* override left/center/right content alignment */ display:block; } .ubermenu-responsive .ubermenu-item.ubermenu-active > .ubermenu-submenu.ubermenu-submenu-type-mega{ max-height:none; height:auto;/*prevent overflow scrolling since android is still finicky*/ overflow:visible; } .ubermenu-responsive.ubermenu-transition-slide .ubermenu-item.ubermenu-in-transition > .ubermenu-submenu-drop{ max-height:1000px; /* because of slide transition */ } .ubermenu .ubermenu-submenu-type-flyout .ubermenu-submenu-type-mega{ min-height:0; } .ubermenu.ubermenu-responsive .ubermenu-column, .ubermenu.ubermenu-responsive .ubermenu-column-auto{ min-width:50%; } .ubermenu.ubermenu-responsive .ubermenu-autoclear > .ubermenu-column{ clear:none; } .ubermenu.ubermenu-responsive .ubermenu-column:nth-of-type(2n+1){ clear:both; } .ubermenu.ubermenu-responsive .ubermenu-submenu-retractor-top:not(.ubermenu-submenu-retractor-top-2) .ubermenu-column:nth-of-type(2n+1){ clear:none; } .ubermenu.ubermenu-responsive .ubermenu-submenu-retractor-top:not(.ubermenu-submenu-retractor-top-2) .ubermenu-column:nth-of-type(2n+2){ clear:both; } .ubermenu-responsive-single-column-subs .ubermenu-submenu .ubermenu-item { float: none; clear: both; width: 100%; min-width: 100%; } .ubermenu.ubermenu-responsive .ubermenu-tabs, .ubermenu.ubermenu-responsive .ubermenu-tabs-group, .ubermenu.ubermenu-responsive .ubermenu-tab, .ubermenu.ubermenu-responsive .ubermenu-tab-content-panel{ /** TABS SHOULD BE 100% ACCORDION */ width:100%; min-width:100%; max-width:100%; left:0; } .ubermenu.ubermenu-responsive .ubermenu-tabs, .ubermenu.ubermenu-responsive .ubermenu-tab-content-panel{ min-height:0 !important;/* Override Inline Style from JS */ } .ubermenu.ubermenu-responsive .ubermenu-tabs{ z-index:15; } .ubermenu.ubermenu-responsive .ubermenu-tab-content-panel{ z-index:20; } /* Tab Layering */ .ubermenu-responsive .ubermenu-tab{ position:relative; } .ubermenu-responsive .ubermenu-tab.ubermenu-active{ position:relative; z-index:20; } .ubermenu-responsive .ubermenu-tab > .ubermenu-target{ border-width:0 0 1px 0; } .ubermenu-responsive.ubermenu-sub-indicators .ubermenu-tabs > .ubermenu-tabs-group > .ubermenu-tab.ubermenu-has-submenu-drop > .ubermenu-target > .ubermenu-sub-indicator{ transform:rotate(0); right:10px; left:auto; } .ubermenu-responsive .ubermenu-tabs > .ubermenu-tabs-group > .ubermenu-tab > .ubermenu-tab-content-panel{ top:auto; border-width:1px; } .ubermenu-responsive .ubermenu-tab-layout-bottom > .ubermenu-tabs-group{ /*position:relative;*/ } .ubermenu-reponsive .ubermenu-item-level-0 > .ubermenu-submenu-type-stack{ /* Top Level Stack Columns */ position:relative; } .ubermenu-responsive .ubermenu-submenu-type-stack .ubermenu-column, .ubermenu-responsive .ubermenu-submenu-type-stack .ubermenu-column-auto{ /* Stack Columns */ width:100%; max-width:100%; } .ubermenu-responsive .ubermenu-item-mini{ /* Mini items */ min-width:0; width:auto; float:left; clear:none !important; } .ubermenu-responsive .ubermenu-item.ubermenu-item-mini > a.ubermenu-target{ padding-left:20px; padding-right:20px; } .ubermenu-responsive .ubermenu-item.ubermenu-hide-mobile{ /* Hiding items */ display:none !important; } .ubermenu-responsive.ubermenu-hide-bkgs .ubermenu-submenu.ubermenu-submenu-bkg-img{ /** Hide Background Images in Submenu */ background-image:none; } .ubermenu.ubermenu-responsive .ubermenu-item-level-0.ubermenu-item-mini{ min-width:0; width:auto; } .ubermenu-vertical .ubermenu-item.ubermenu-item-level-0{ width:100%; } .ubermenu-vertical.ubermenu-sub-indicators .ubermenu-item-level-0.ubermenu-item-has-children > .ubermenu-target > .ubermenu-sub-indicator{ right:10px; left:auto; transform:rotate(0); } .ubermenu-vertical .ubermenu-item.ubermenu-item-level-0.ubermenu-relative.ubermenu-active > .ubermenu-submenu-drop.ubermenu-submenu-align-vertical_parent_item{ top:auto; } .ubermenu.ubermenu-responsive .ubermenu-tabs{ position:static; } /* Tabs on Mobile with mouse (but not click) - leave space to hover off */ .ubermenu:not(.ubermenu-is-mobile):not(.ubermenu-submenu-indicator-closes) .ubermenu-submenu .ubermenu-tab[data-ubermenu-trigger="mouseover"] .ubermenu-tab-content-panel, .ubermenu:not(.ubermenu-is-mobile):not(.ubermenu-submenu-indicator-closes) .ubermenu-submenu .ubermenu-tab[data-ubermenu-trigger="hover_intent"] .ubermenu-tab-content-panel{ margin-left:6%; width:94%; min-width:94%; } /* Sub indicator close visibility */ .ubermenu.ubermenu-submenu-indicator-closes .ubermenu-active > .ubermenu-target > .ubermenu-sub-indicator-close{ display:block; display: flex; align-items: center; justify-content: center; } .ubermenu.ubermenu-submenu-indicator-closes .ubermenu-active > .ubermenu-target > .ubermenu-sub-indicator{ display:none; } .ubermenu .ubermenu-tabs .ubermenu-tab-content-panel{ box-shadow: 0 5px 10px rgba(0,0,0,.075); } /* When submenus and items go full width, move items back to appropriate positioning */ .ubermenu .ubermenu-submenu-rtl { direction: ltr; } /* Fixed position mobile menu */ .ubermenu.ubermenu-mobile-modal{ position:fixed; z-index:9999999; opacity:1; top:0; left:0; width:100%; width:100vw; max-width:100%; max-width:100vw; height:100%; height:calc(100vh - calc(100vh - 100%)); height:-webkit-fill-available; max-height:calc(100vh - calc(100vh - 100%)); max-height:-webkit-fill-available; border:none; box-sizing:border-box; display:flex; flex-direction:column; justify-content:flex-start; overflow-y:auto !important; /* for non-accordion mode */ overflow-x:hidden !important; overscroll-behavior: contain; transform:scale(1); transition-duration:.1s; transition-property: all; } .ubermenu.ubermenu-mobile-modal.ubermenu-mobile-accordion.ubermenu-interaction-press{ overflow-y:hidden !important; } .ubermenu.ubermenu-mobile-modal.ubermenu-responsive-collapse{ overflow:hidden !important; opacity:0; transform:scale(.9); visibility:hidden; } .ubermenu.ubermenu-mobile-modal .ubermenu-nav{ flex:1; overflow-y:auto !important; overscroll-behavior: contain; } .ubermenu.ubermenu-mobile-modal .ubermenu-item-level-0{ margin:0; } .ubermenu.ubermenu-mobile-modal .ubermenu-mobile-close-button{ border:none; background:none; border-radius:0; padding:1em; color:inherit; display:inline-block; text-align:center; font-size:14px; } .ubermenu.ubermenu-mobile-modal .ubermenu-mobile-footer .ubermenu-mobile-close-button{ width: 100%; display: flex; align-items: center; justify-content: center; } .ubermenu.ubermenu-mobile-modal .ubermenu-mobile-footer .ubermenu-mobile-close-button .ubermenu-icon-essential, .ubermenu.ubermenu-mobile-modal .ubermenu-mobile-footer .ubermenu-mobile-close-button .fas.fa-times{ margin-right:.2em; } /* Header/Footer Mobile content */ .ubermenu .ubermenu-mobile-header, .ubermenu .ubermenu-mobile-footer{ display:block; text-align:center; color:inherit; } /* Accordion submenus mobile (single column tablet) */ .ubermenu.ubermenu-responsive-single-column.ubermenu-mobile-accordion.ubermenu-interaction-press .ubermenu-item > .ubermenu-submenu-drop, .ubermenu.ubermenu-responsive-single-column.ubermenu-mobile-accordion.ubermenu-interaction-press .ubermenu-tab > .ubermenu-tab-content-panel{ box-sizing:border-box; border-left:none; border-right:none; box-shadow:none; } .ubermenu.ubermenu-responsive-single-column.ubermenu-mobile-accordion.ubermenu-interaction-press .ubermenu-item.ubermenu-active > .ubermenu-submenu-drop, .ubermenu.ubermenu-responsive-single-column.ubermenu-mobile-accordion.ubermenu-interaction-press .ubermenu-tab.ubermenu-active > .ubermenu-tab-content-panel{ position:static; } /* Accordion indented - remove borders and extra spacing from headers */ .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu.ubermenu-submenu-drop, .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu .ubermenu-item-header.ubermenu-has-submenu-stack > .ubermenu-target{ border:none; } .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu .ubermenu-item-header.ubermenu-has-submenu-stack > .ubermenu-submenu-type-stack{ padding-top:0; } /* Accordion dropdown indentation padding */ .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-item > .ubermenu-target, .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-tab-content-panel .ubermenu-item > .ubermenu-target{ padding-left:calc( var(--ubermenu-accordion-indent) * 2 ); } .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-item > .ubermenu-target, .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-tab-content-panel .ubermenu-tab-content-panel .ubermenu-item > .ubermenu-target{ padding-left:calc( var(--ubermenu-accordion-indent) * 3 ); } .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-item > .ubermenu-target, .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-tab-content-panel .ubermenu-tab-content-panel .ubermenu-tab-content-panel .ubermenu-item > .ubermenu-target{ padding-left:calc( var(--ubermenu-accordion-indent) * 4 ); } /* Reverse Accordion dropdown indentation padding */ .rtl .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-item > .ubermenu-target, .rtl .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-tab-content-panel .ubermenu-item > .ubermenu-target{ padding-left:0; padding-right:calc( var(--ubermenu-accordion-indent) * 2 ); } .rtl .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-item > .ubermenu-target, .rtl .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-tab-content-panel .ubermenu-tab-content-panel .ubermenu-item > .ubermenu-target{ padding-left:0; padding-right:calc( var(--ubermenu-accordion-indent) * 3 ); } .rtl .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-submenu-drop .ubermenu-item > .ubermenu-target, .rtl .ubermenu.ubermenu-mobile-accordion-indent .ubermenu-submenu-drop .ubermenu-tab-content-panel .ubermenu-tab-content-panel .ubermenu-tab-content-panel .ubermenu-item > .ubermenu-target{ padding-left:0; padding-right:calc( var(--ubermenu-accordion-indent) * 4 ); } .ubermenu-responsive-toggle{ display:block; } } @media screen and (max-width: 480px){ .ubermenu.ubermenu-responsive .ubermenu-item-level-0{ width:100%; } .ubermenu.ubermenu-responsive .ubermenu-column, .ubermenu.ubermenu-responsive .ubermenu-column-auto{ min-width:100%; } .ubermenu .ubermenu-autocolumn:not(:first-child), .ubermenu .ubermenu-autocolumn:not(:first-child) .ubermenu-submenu-type-stack{ padding-top:0; } .ubermenu .ubermenu-autocolumn:not(:last-child), .ubermenu .ubermenu-autocolumn:not(:last-child) .ubermenu-submenu-type-stack{ 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https://www.drugtargetreview.com/wp-content/uploads/big-data-3-375x225.jpg 375w" data-sizes="(max-width: 660px) 100vw, 660px" /><noscript><img width="660" height="396" src="https://www.drugtargetreview.com/wp-content/uploads/big-data-3.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="data" decoding="async" fetchpriority="high" srcset="https://www.drugtargetreview.com/wp-content/uploads/big-data-3.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/big-data-3-375x225.jpg 375w" sizes="(max-width: 660px) 100vw, 660px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/153926/an-industry-leaders-perspective-on-the-complexity-of-scientific-data/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="660" height="396" data-src="https://www.drugtargetreview.com/wp-content/uploads/big-data-3.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="data" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/big-data-3.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/big-data-3-375x225.jpg 375w" data-sizes="(max-width: 660px) 100vw, 660px" /><noscript><img width="660" height="396" src="https://www.drugtargetreview.com/wp-content/uploads/big-data-3.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="data" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/big-data-3.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/big-data-3-375x225.jpg 375w" sizes="(max-width: 660px) 100vw, 660px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/153926/an-industry-leaders-perspective-on-the-complexity-of-scientific-data/">An industry leader’s perspective on the complexity of scientific data</a></h3> <p class="meta">24 October 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">In this article, Dr Raminderpal Singh speaks to Janette Thomas of Five Alarm Bio for a biotech CEO’s perspective on the complexity of data faced by both large and small biotechs. Janette is on a mission to develop drugs targeting the chronic diseases associated with ageing. She shares her insights…</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/153634/bridging-science-and-technology-a-biotech-ceos-perspective/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="500" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-200x134.jpg 200w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="500" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-200x134.jpg 200w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/153634/bridging-science-and-technology-a-biotech-ceos-perspective/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="2560" height="1440" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-375x211.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-750x422.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-768x432.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-1536x864.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-2048x1152.jpg 2048w" data-sizes="(max-width: 2560px) 100vw, 2560px" /><noscript><img width="2560" height="1440" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-375x211.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-750x422.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-768x432.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-1536x864.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_1660696453-1-2048x1152.jpg 2048w" sizes="(max-width: 2560px) 100vw, 2560px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/153634/bridging-science-and-technology-a-biotech-ceos-perspective/">Bridging science and technology: a biotech CEO’s perspective</a></h3> <p class="meta">14 October 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">In this article, Dr Raminderpal Singh speaks to Neil Wilkie of Mironid Ltd. for a biotech CEO’s perspective on the transformative potential of AI, and the importance of bridging communication gaps between scientific and technical teams to drive innovation and efficiency in the pharmaceutical industry.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/153238/part-four-an-industry-leaders-perspective-on-managing-data-quality/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/153238/part-four-an-industry-leaders-perspective-on-managing-data-quality/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/153238/part-four-an-industry-leaders-perspective-on-managing-data-quality/">Part four: an industry leader’s perspective on managing data quality</a></h3> <p class="meta">24 September 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">In this four-part series, Dr Raminderpal Singh discusses the challenges surrounding limited data quality and offers some pragmatic solutions. In this fourth article, he talks to John Conway, Chief Visioneer Officer at 20/15 Visioneers for an expert perspective.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/152914/part-three-15-pragmatic-guidelines-to-handle-data-quality-issues/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/152914/part-three-15-pragmatic-guidelines-to-handle-data-quality-issues/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/152914/part-three-15-pragmatic-guidelines-to-handle-data-quality-issues/">Part three: 15 pragmatic guidelines to handle data quality issues</a></h3> <p class="meta">13 September 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">In this four-part series, Dr Raminderpal Singh will discuss the challenges surrounding limited data quality, and some pragmatic solutions. In this third article, he discusses pragmatic guidelines to help support better data quality.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/152326/part-two-the-impact-of-poor-data-quality/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/152326/part-two-the-impact-of-poor-data-quality/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/152326/part-two-the-impact-of-poor-data-quality/">Part two: the impact of poor data quality</a></h3> <p class="meta">26 August 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">In this four-part series, Dr Raminderpal Singh will discuss the challenges surrounding limited data quality, and some pragmatic solutions. In this second article, he discusses the problems that occur when using data of poor quality.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/151995/part-one-an-introduction-to-data-quality/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/151995/part-one-an-introduction-to-data-quality/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="450" data-src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="450" src="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Data set" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/Data.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/Data-375x225.jpg 375w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/151995/part-one-an-introduction-to-data-quality/">Part one: an introduction to data quality</a></h3> <p class="meta">14 August 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">In this four-part series, Dr Singh will discuss the challenges surrounding limited data quality, and some pragmatic solutions. In this first article, the key attributes that define data quality and its requirement for data scientists are elucidated.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/151704/part-three-pragmatic-guidelines-to-getting-the-best-out-of-llms/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="500" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Large Language Model (LLM)" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="500" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Large Language Model (LLM)" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/151704/part-three-pragmatic-guidelines-to-getting-the-best-out-of-llms/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="2560" height="1707" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Large Language Model (LLM)" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" data-sizes="(max-width: 2560px) 100vw, 2560px" /><noscript><img width="2560" height="1707" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Large Language Model (LLM)" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" sizes="(max-width: 2560px) 100vw, 2560px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/151704/part-three-pragmatic-guidelines-to-getting-the-best-out-of-llms/">Part three: pragmatic guidelines to getting the best out of LLMs</a></h3> <p class="meta">24 July 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">There have been a slew of announcements over the past few months from AI-led biotechs around the potential of Large Language Models (LLM) in early drug discovery. In the third of a three-part series, Dr Raminderpal Singh presents some pragmatic guidelines for scientists in accessing and obtaining value from LLMs.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/151372/part-two-how-chatgpt-enriched-animal-study-results/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="500" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Large Language Model (LLM)" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="500" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Large Language Model (LLM)" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/151372/part-two-how-chatgpt-enriched-animal-study-results/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="2560" height="1707" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Large Language Model (LLM)" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" data-sizes="(max-width: 2560px) 100vw, 2560px" /><noscript><img width="2560" height="1707" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Large Language Model (LLM)" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" sizes="(max-width: 2560px) 100vw, 2560px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/151372/part-two-how-chatgpt-enriched-animal-study-results/">Part two: how ChatGPT enriched animal study results</a></h3> <p class="meta">15 July 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">Recently there has been a flurry of announcements from AI-led biotechs around the potential of Large Language Models (LLM) in early drug discovery. In the second of a three-part series, Dr Raminderpal Singh presents an example of usage of ChatGPT, which demonstrates how accessible LLMs have become for lab scientists.</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/151039/part-one-what-can-scientists-do-with-llms-today/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="750" height="500" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Large Language Model (LLM)" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" data-sizes="(max-width: 750px) 100vw, 750px" /><noscript><img width="750" height="500" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="Large Language Model (LLM)" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" sizes="(max-width: 750px) 100vw, 750px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/151039/part-one-what-can-scientists-do-with-llms-today/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="2560" height="1707" data-src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Large Language Model (LLM)" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" data-sizes="(max-width: 2560px) 100vw, 2560px" /><noscript><img width="2560" height="1707" src="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="Large Language Model (LLM)" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-scaled.jpg 2560w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-375x250.jpg 375w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-750x500.jpg 750w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-768x512.jpg 768w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-1536x1024.jpg 1536w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-2048x1365.jpg 2048w, https://www.drugtargetreview.com/wp-content/uploads/shutterstock_2354631481-200x134.jpg 200w" sizes="(max-width: 2560px) 100vw, 2560px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/151039/part-one-what-can-scientists-do-with-llms-today/">Part one: what can scientists do with LLMs today?</a></h3> <p class="meta">24 June 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">Recently there have been a flurry of announcements from AI-led biotechs around the potential of Large Language Models (LLM) in early drug discovery. In the first of a three-part series, Dr Raminderpal Singh explores what LLMs are, how early stage biotechs can take advantage of them, and what challenges they…</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/151035/kickstarting-the-use-of-ai-for-biotechs-part-three/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="660" height="396" data-src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="artificial intelligence" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" data-sizes="(max-width: 660px) 100vw, 660px" /><noscript><img width="660" height="396" src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="artificial intelligence" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" sizes="(max-width: 660px) 100vw, 660px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/151035/kickstarting-the-use-of-ai-for-biotechs-part-three/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="660" height="396" data-src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="artificial intelligence" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" data-sizes="(max-width: 660px) 100vw, 660px" /><noscript><img width="660" height="396" src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="artificial intelligence" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" sizes="(max-width: 660px) 100vw, 660px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/151035/kickstarting-the-use-of-ai-for-biotechs-part-three/">Kickstarting the use of AI for biotechs: part three</a></h3> <p class="meta">20 June 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">Traditional wet lab scientists working on target discovery, drug identification and drug optimisation have an opportunity to catch up with their AI-enabled peers – but why should they, and how? In this article – the third of a three-part series – Dr Raminderpal Singh touches on the decisions that need…</p> </div></article> <article> <div class="articleImage listOnly"> <a href="https://www.drugtargetreview.com/article/149806/kickstarting-the-use-of-ai-for-biotechs-part-two/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="660" height="396" data-src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="artificial intelligence" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" data-sizes="(max-width: 660px) 100vw, 660px" /><noscript><img width="660" height="396" src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-large-rectangle size-large-rectangle wp-post-image" alt="artificial intelligence" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" sizes="(max-width: 660px) 100vw, 660px" /></noscript></a></div> <div class="articleImage gridOnly"> <a href="https://www.drugtargetreview.com/article/149806/kickstarting-the-use-of-ai-for-biotechs-part-two/"> <img data-lazyloaded="1" src="data:image/gif;base64,R0lGODdhAQABAPAAAMPDwwAAACwAAAAAAQABAAACAkQBADs=" width="660" height="396" data-src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="artificial intelligence" decoding="async" data-srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" data-sizes="(max-width: 660px) 100vw, 660px" /><noscript><img width="660" height="396" src="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg" class="attachment-article-standard size-article-standard wp-post-image" alt="artificial intelligence" decoding="async" srcset="https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1.jpg 660w, https://www.drugtargetreview.com/wp-content/uploads/artificial-intelligence-1-1-375x225.jpg 375w" sizes="(max-width: 660px) 100vw, 660px" /></noscript></a></div> <div class="articleExcerpt">  <span> <a href="https://www.drugtargetreview.com/article/">article</a></span> <h3><a href="https://www.drugtargetreview.com/article/149806/kickstarting-the-use-of-ai-for-biotechs-part-two/">Kickstarting the use of AI for biotechs: part two</a></h3> <p class="meta">24 May 2024 | By <a href="https://www.drugtargetreview.com/content_author/dr-raminderpal-singh-hitchhikers-ai-and-20-15-visioneers/" rel="tag">Dr Raminderpal Singh (Hitchhikers AI and 20/15 Visioneers)</a></p> <p class="listOnly">Traditional wet lab scientists working on target discovery, drug identification and drug optimisation have an opportunity to catch up with their AI-enabled peers – but why should they, and how? 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