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</div> </div> <header class="c-journal-header c-journal-header--biodata-mining ctx-journal-header"> <div class="u-container"> <div class="c-journal-header__inner "> <h1 class="c-journal-title" id="journalTitle"> <a href="/"> <img class="c-journal-title__logo" src=https://biodatamining.biomedcentral.com/images/13040/logo.svg alt="BioData Mining logo"> <span class="c-journal-title__text ">BioData Mining</span> </a> </h1> </div> </div> <div class="c-navbar "> <div class="c-navbar__container"> <div class="c-navbar__content"> <nav class="c-navbar__nav"> <ul class="c-navbar__nav c-navbar__nav--journal" role="menu" data-test="site-navigation"> <li class="c-navbar__item" role="menuitem"> <a class="c-navbar__link c-navbar__link--is-shown" data-track="click" data-track-category="Home" data-track-action="Clicked journal navigation link" href='/'>Home</a> </li> <li class="c-navbar__item" role="menuitem"> <a class="c-navbar__link" data-track="click" data-track-category="About" 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src="//media.springernature.com/lw725/springer-cms/rest/v1/content/19023810/data/v1">We are proud to publish an editorial co-authored by our co-Editor-in-Chief Jason H. Moore, on ten important roles for academic leaders to promote equity, diversity, and inclusion in data science. Read <a href="https://biodatamining.biomedcentral.com/articles/10.1186/s13040-021-00256-9" target="_blank" class="is-external">here</a> to see how mentors, champions, exemplars, practitioners, listeners, empathizers, ombuds, referees, advocates, and activists can work to create a support network which works together to chip away at inequality and inequity throughout data science.</p> </div> </div> <div class="cms-item c-media" data-fragment="17773796"> <div class="c-media__body"> <h2 class="c-media__title"> <a href="https://biodatamining.biomedcentral.com/submission-guidelines/aims-and-scope">Announcing our new Aims &amp; Scope!</a> </h2> <p><img alt="New Content Item" class="float--left" title="New Content Item" src="//resource-cms.springernature.com/springer-cms/rest/v1/content/17773800/data/v1" />We are excited to announce that our Aims &amp; Scope has undergone some changes, incorporating an encouragement of submissions pertaining to Artificial Intelligence, Machine Learning, and Visual Analytics, and expanding the data types we consider, to include imaging, electronic health records, biobanks, environmental data, social and behavioral data, wearable devices, and social media data. Please click <a href="https://biodatamining.biomedcentral.com/submission-guidelines/aims-and-scope" target="_blank" class="is-external">here</a>&nbsp;to check out the new Aims &amp; Scope and types of submissions that we readily encourage you to submit.</p> </div> </div> <div class="cms-item c-media" data-fragment="17405580"> <div class="c-media__body"> <h2 class="c-media__title"> <a href="https://www.biomedcentral.com/collections/nxtmach">Featured series: Next-generation machine learning</a> </h2> <p><img alt="New Content Item" class="float--left" title="New Content Item" src="//resource-cms.springernature.com/springer-cms/rest/v1/content/17405586/data/v1" />Our new thematic series, edited by Jason Moore and Marylyn Ritchie,&nbsp;seeks manuscripts&nbsp;on the topic of machine learning.&nbsp;We are interested in both original research and review papers, especially those that address new and novel machine learning methods and their application to biological and biomedical big data. The series is open, and you can find out more about it (including submission instructions), <a href="https://www.biomedcentral.com/collections/nxtmach" target="_self" class="is-external">here</a>.</p> </div> </div> <div class="cms-item c-media" data-fragment="18053438"> <div class="c-media__body"> <h2 class="c-media__title"> <a href="http://bmipodcast.org/">The Biomedical Informatics Roundtable Podcast </a> </h2> <p><img alt="New Content Item" class="float--left" title="New Content Item" src="//resource-cms.springernature.com/springer-cms/rest/v1/content/18053434/data/v1" />We are happy to announce that our Editors-in-Chief, Jason H. Moore and Marylyn D. Ritchie, have recently launched a podcast! The Biomedical Informatics Roundtable Podcast aims to bring you discussion of hot topics, recent papers, news, conferences, open data, open-source software, and advice for trainees as well as interviews and spotlights biomedical informatics colleagues from around the world. 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data-track="click_all_articles" data-track-context="most accessed article list section on bmc journal homepages" data-track-category="Most accessed" data-track-action="Clicked view all articles link"> <span class="u-display-flex u-align-items-center"> View all articles <svg class="u-flex-static u-ml-8" width="16" height="16" aria-hidden="true" focusable="false"> <use xlink:href="#icon-chevron-right"></use> </svg> </span> </a> </p> </div> </div> </div> </div> </div> </div> </div> <div class="cms-collection__column"> <div class="cms-collection__column-inner"> <div class="cms-item cms-collection" data-fragment="729328"> <div id="editors-in-chief" class="cms-item cms-article" data-fragment="4002708"> <h2>Editors-in-Chief</h2> <div class="cms-article__body"> <p>Dr Jason Moore, <em>University of Pennsylvania, USA</em><br> Dr Marylyn Ritchie,&nbsp;<em>University of Pennsylvania, USA</em></p> </div> </div> <div id="aims+and+scope" class="cms-item cms-article" data-fragment="4719354"> <h2>Aims and scope</h2> <div class="cms-article__body"> <p><em>BioData Mining </em>is an open access, open peer-reviewed, informatics journal encompassing research on all aspects of Artificial Intelligence (AI), Machine Learning, and Visual Analytics, applied to high-dimensional biological and biomedical data, focusing on computational aspects of knowledge discovery from large-scale genetic, genomic, metabolomic data and/or electronic health records, social determinants of health, and environmental exposure data. Please see <a href="https://biodatamining.biomedcentral.com/submission-guidelines/aims-and-scope" target="_blank" class="is-external">here</a> for more information on data types and topical areas.</p> </div> </div> <div class="cms-item"> <h2>Latest Tweets</h2> <div class="c-box c-box--borderless app-twitter-timeline" data-twitter-timeline> <a class="twitter-timeline" data-chrome="noheader" data-tweet-limit="3" href="http://twitter.com/moorejh">View Twitter timeline</a> <p class="u-mb-0 u-js-hide"> Your browser needs to have JavaScript enabled to view this timeline </p> </div> </div> </div> </div> </div> </div> </div> <div class="cms-item c-media" data-fragment="3995622"> <div class="c-media__figure"> <div class="cms-item c-image-copyright" data-fragment="3996140"> <img class="cms-image__img" src="//media.springernature.com/lw900/springer-cms/rest/v1/content/3996140/data/v1" alt="Jason"/> </div> </div> <div class="c-media__body"> <h2 class="c-media__title"> Editors&#x27; profiles </h2> <p><strong>Dr Jason Moore</strong> is the Edward Rose Professor of Informatics, Professor of Biostatistics and Epidemiology, and Professor of Genetics at the Perelman School of Medicine of the University of Pennsylvania. He serves as the first permanent Director of the Institute for Biomedical Informatics and founding Director of the Division of Informatics in the Department of Biostatistics and Epidemiology. He also serves as Senior Associate Dean for Informatics. His work has been communicated in more than 400 scientific publications and he serves as PI on several NIH R01 grants. He has been recognized as a national leader in informatics through election as a Fellow of the American Association for the Advancement of Sciences (AAAS) and as a Kavli Fellow of the National Academy of Sciences (NAS). He was recently elected a Fellow of the American College of Medical Informatics (ACMI).</p> </div> </div> <div class="cms-item c-media" data-fragment="4695560"> <div class="c-media__figure"> <div class="cms-item c-image-copyright" data-fragment="16355750"> <img class="cms-image__img" src="//media.springernature.com/lw900/springer-cms/rest/v1/content/16355750/data/v1" alt="New Content Item"/> </div> </div> <div class="c-media__body"> <p><strong>Marylyn D. Ritchie, PhD </strong>is a Professor in Genetics, Director of the Center for Translational Bioinformatics, and Associate Director for Bioinformatics in the Institute for Biomedical Informatics at the University of Pennsylvania School of Medicine. &nbsp;Dr. Ritchie is a computational geneticist and biomedical informatician with a focus on detecting disease-susceptibility genes associated with common, complex human disease and integrating electronic health records with genomics. She has expertise in developing novel bioinformatics tools for complex analysis of big data in genetics, genomics, and clinical databases, in particular in the area of Pharmacogenomics. &nbsp;Some of her methods include Multifactor Dimensionality Reduction (MDR), the Analysis Tool for Heritable and Environmental Network Associations (ATHENA), and the Biosoftware suite for annotating/ filtering variants and genomic regions as well as building models of biological relevance for gene-gene interactions and rare-variant burden/dispersion tests. &nbsp;Dr. Ritchie has over 15 years of experience in the analysis of complex data and has authored over 300 publications (H-index 76). &nbsp;She is one of Thomas Reuters Most Highly Cited Researchers for 2014. &nbsp;Dr. Ritchie has extensive experience in leading large collaborative efforts; has been a part of national networks using electronic health records and genomics data; has excellent organizational and leadership skills. &nbsp;Dr. Ritchie is well suited to be a collaborator on this project.</p> </div> </div> <aside class="u-hide u-js-show c-customer-satisfaction-input u-mt-24" data-customer-satisfaction-input="" data-customer-satisfaction-input-user-journeys="get prepared to publish, get published, discover relevant scholarly content" data-customer-satisfaction-input-additional-info="bmc test"> <div class="c-customer-satisfaction-input__container"> <form class="c-customer-satisfaction-input__form js-skip-validation"> <h3 class="c-customer-satisfaction-input__heading">How was your experience today?</h3> <div class="c-forms__fieldset"> <div class="c-forms__field c-forms__field--globalFormRadios"> <fieldset class="c-forms__fieldset c-forms__field c-forms__radios" id="customer-satisfaction-input-radios" name="customer-satisfaction-input-radios" invalid="" aria-invalid="true" aria-describedby="error-customer-satisfaction-input-radios" required="" aria-required="true" autocomplete="off"> <legend class="c-forms__label">Rating<span class="c-form__label--visually-hidden">. 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1.4265779.0006215.3965122-.3965123.3934887-1.0324677-.0006215-1.4265779l-2.8630343-2.8630343 2.8630343-2.86303426c.3965876-.39658757.3943885-1.03281091.0006215-1.4265779-.3965123-.39651227-1.0324677-.39348876-1.4265779.00062147z" fill="currentColor" fill-rule="evenodd"></path></svg> </svg> </span> Please select one rating </small> <div class="c-forms__pictographic-radios"> <div class="c-forms__label c-forms__label--wrapper"> <input class="c-forms__input c-forms__input--radio" type="radio" id="radio-awful" name="customer-satisfaction-input-radios" value="1" required="" aria-required="true" autocomplete="off" data-customer-satisfaction-input="radio"> <label for="radio-awful" class="c-forms__label c-forms__label--pictographic-radio c-forms__label--boxed-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" fill="transparent" stroke="currentColor" aria-hidden="true" focusable="false"> <clipPath id="a"> <path d="M24 0v24H0V0z"></path> </clipPath> <g stroke-width="1.8" clip-path="url(#a)"> <path d="M12 22c5.5228475 0 10-4.4771525 10-10S17.5228475 2 12 2 2 6.4771525 2 12s4.4771525 10 10 10z" stroke-miterlimit="10"></path> <g stroke-linecap="round"> <path d="M8 17c.5-5.33333333 7.5-5.33333333 8 0z" stroke-linejoin="round"></path> <path d="m9 9-2 1M17 10l-2-1" stroke-miterlimit="10"></path> </g> </g></svg> <span class="c-form__label--visually-hidden">An image of a cartoon face that is very unhappy.</span> <span><span class="c-form__label--visually-hidden"> The value of this radio input is: </span>Awful</span> </label> </div> <div class="c-forms__label c-forms__label--wrapper"> <input class="c-forms__input c-forms__input--radio" type="radio" id="radio-bad" name="customer-satisfaction-input-radios" value="2" required="" aria-required="true" autocomplete="off" data-customer-satisfaction-input="radio"> <label for="radio-bad" class="c-forms__label c-forms__label--pictographic-radio c-forms__label--boxed-icon"> <svg xmlns="http://www.w3.org/2000/svg" fill="transparent" stroke="currentColor" aria-hidden="true" focusable="false" viewBox="0 0 24 24"> <defs> <clipPath id="frowna"> <path d="M24 0v24H0V0h24Z"></path> </clipPath> <clipPath id="frownb"> <path d="M1 0c.6 0 1 .4 1 1v2a1 1 0 1 1-2 0V1c0-.6.4-1 1-1Z"></path> </clipPath> </defs> <g clip-path="url(#frowna)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M12 22a10 10 0 1 0 0-20 10 10 0 0 0 0 20Z"></path> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M9 17c1-2.7 5-2.7 6 0"></path> <g clip-path="url(#frownb)" transform="translate(8 8)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" stroke-linejoin="round" d="M0 0h2v4H0V0z"></path> </g> <g clip-path="url(#frownb)" transform="translate(14 8)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" stroke-linejoin="round" d="M0 0h2v4H0V0z"></path> </g> </g> </svg> <span class="c-form__label--visually-hidden">An image of a cartoon face with a frown.</span> <span><span class="c-form__label--visually-hidden"> The value of this radio input is: </span>Bad</span> </label> </div> <div class="c-forms__label c-forms__label--wrapper"> <input class="c-forms__input c-forms__input--radio" type="radio" id="radio-ok" name="customer-satisfaction-input-radios" value="3" required="" aria-required="true" autocomplete="off" data-customer-satisfaction-input="radio"> <label for="radio-ok" class="c-forms__label c-forms__label--pictographic-radio c-forms__label--boxed-icon"> <svg xmlns="http://www.w3.org/2000/svg" fill="transparent" stroke="currentColor" aria-hidden="true" focusable="false" viewBox="0 0 24 24"> <defs> <clipPath id="neutrala"> <path d="M24 0v24H0V0h24Z"></path> </clipPath> <clipPath id="neutralb"> <path d="M1 0c.6 0 1 .4 1 1v2a1 1 0 1 1-2 0V1c0-.6.4-1 1-1Z"></path> </clipPath> </defs> <g clip-path="url(#neutrala)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M12 22a10 10 0 1 0 0-20 10 10 0 0 0 0 20Z"></path> <g clip-path="url(#neutralb)" transform="translate(8 8)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" stroke-linejoin="round" d="M0 0h2v4H0V0z"></path> </g> <g clip-path="url(#neutralb)" transform="translate(14 8)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" stroke-linejoin="round" d="M0 0h2v4H0V0z"></path> </g> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M9 16h6"></path> </g> </svg> <span class="c-form__label--visually-hidden">An image of a cartoon face with a neutral expression.</span> <span><span class="c-form__label--visually-hidden"> The value of this radio input is: </span>OK</span> </label> </div> <div class="c-forms__label c-forms__label--wrapper"> <input class="c-forms__input c-forms__input--radio" type="radio" id="radio-good" name="customer-satisfaction-input-radios" value="4" required="" aria-required="true" autocomplete="off" data-customer-satisfaction-input="radio"> <label for="radio-good" class="c-forms__label c-forms__label--pictographic-radio c-forms__label--boxed-icon"> <svg xmlns="http://www.w3.org/2000/svg" fill="transparent" stroke="currentColor" aria-hidden="true" focusable="false" viewBox="0 0 24 24"> <defs> <clipPath id="smilea"> <path d="M24 0v24H0V0h24Z"></path> </clipPath> <clipPath id="smileb"> <path d="M1 0c.6 0 1 .4 1 1v2a1 1 0 1 1-2 0V1c0-.6.4-1 1-1Z"></path> </clipPath> </defs> <g clip-path="url(#smilea)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M12 22a10 10 0 1 0 0-20 10 10 0 0 0 0 20Z"></path> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M9 15c1 2.7 5 2.7 6 0"></path> <g clip-path="url(#smileb)" transform="translate(8 8)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" stroke-linejoin="round" d="M0 0h2v4H0V0z"></path> </g> <g clip-path="url(#smileb)" transform="translate(14 8)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" stroke-linejoin="round" d="M0 0h2v4H0V0z"></path> </g> </g> </svg> <span class="c-form__label--visually-hidden">An image of a cartoon face with a smile.</span> <span><span class="c-form__label--visually-hidden"> The value of this radio input is: </span>Good</span> </label> </div> <div class="c-forms__label c-forms__label--wrapper"> <input class="c-forms__input c-forms__input--radio" type="radio" id="radio-great" name="customer-satisfaction-input-radios" value="5" required="" aria-required="true" autocomplete="off" data-customer-satisfaction-input="radio"> <label for="radio-great" class="c-forms__label c-forms__label--pictographic-radio c-forms__label--boxed-icon"> <svg xmlns="http://www.w3.org/2000/svg" fill="transparent" stroke="currentColor" aria-hidden="true" focusable="false" viewBox="0 0 24 24"> <defs> <clipPath id="grina"> <path d="M24 0v24H0V0h24Z"></path> </clipPath> </defs> <g clip-path="url(#grina)"> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M12 22a10 10 0 1 0 0-20 10 10 0 0 0 0 20Z"></path> <path stroke-linecap="round" stroke-miterlimit="10" stroke-width="1.8" stroke-linejoin="round" d="M17.5 10v-.5a1.7 1.7 0 0 0-3.5 0v.5M10 10v-.5a1.7 1.7 0 0 0-3.5 0v.5M8 14c.5 5 7.5 5 8 0H8Z"></path> </g> </svg> <span class="c-form__label--visually-hidden">An image of a cartoon face with an open mouth grin.</span> <span><span class="c-form__label--visually-hidden"> The value of this radio input is: </span>Great</span> </label> </div> </div> </fieldset> </div> </div> <button class="c-customer-satisfaction-input__button" type="submit">Send feedback</button> <div class="u-hide c-customer-satisfaction-input__submit-message" data-customer-satisfaction-input="submit-message"> <div> <svg xmlns="http://www.w3.org/2000/svg" id="i-circle-tick" viewBox="0 0 20 20" aria-hidden="true" focusable="false" fill="#00a79d"><path d="M10 0a10 10 0 1 0 0 20 10 10 0 0 0 0-20Z"></path><path d="M15 5.5a1 1 0 0 0-.8.4l-5.4 6-3.1-2.6a1 1 0 0 0-1.5.1 1 1 0 0 0 .2 1.5l3.9 3.4c.4.3 1 .3 1.4-.1l6-7c.4-.4.4-1 0-1.5a1 1 0 0 0-.8-.2Z" fill="#fff"></path></svg> <p>Thank you for your feedback.</p> </div> <a href="https://www.surveymonkey.co.uk/r/JTF2VYK" data-customer-satisfaction-input="survey-link" target="_blank" rel="noopener">Tell us why (opens in a new tab)</a> </div> </form> </div> </aside> <div class="u-mt-24"> <aside class="adsbox c-ad c-ad--300x250 u-mt-16" data-component-mpu> <div class="c-ad__inner"> <p class="c-ad__label">Advertisement</p> <div id="div-gpt-ad-MPU1" data-ad-type="MPU1" data-test="MPU1-ad" data-pa11y-ignore data-gpt data-gpt-unitpath="/270604982/bmc/biodatamining/homepage" data-gpt-sizes="300x250" data-gpt-targeting="pos=MPU1;pmc=L17004,I23050,I18030,L15001,M14018;" > <noscript> <a 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