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<p class="MsoNormal"><span lang="DE" class="">We are pleased to announce the NeurIPS 2021 Workshop
<i class=""><span style="color: rgb(51, 51, 51); background-color: white;" class="">Bridging the Gap: from Machine Learning Research to Clinical Practice</span></i><o:p class=""></o:p></span></p>
<p class="MsoNormal">Call for Papers: <a href="https://sites.google.com/g.harvard.edu/research2clinics/call-for-papers" class="">
https://sites.google.com/g.harvard.edu/research2clinics/call-for-papers</a></p>
<p class="MsoNormal"><u class="">About the workshop:</u></p>
<div style="margin: 0in;" class=""><span style="color: rgb(33, 33, 33);" class="">In this workshop, we aim to bring together ML researchers and clinicians to discuss the challenges and potential solutions on how to enable the use of state-of-the-art ML techniques
in the daily clinical practice and ultimately improve healthcare.</span></div>
<div style="margin: 0in;" class=""><span lang="DE" style="color: rgb(33, 33, 33);" class=""> </span></div>
<div style="margin: 0in;" class=""><span style="color: rgb(29, 28, 29); background-color: white;" class="">We invite submissions describing innovative research focused on bridging the gap between ML research and application in clinical practice. </span><span lang="EN-GB" class="">Authors
are invited to submit works that fit anywhere within the broad overview of our workshop.
</span>To incentivize high-quality submissions of novel work, which should be compelling and highly relevant to research and clinics, we will be awarding Best Paper Awards</div>
<p class="MsoNormal"><o:p class=""></o:p></p>
<p class="cdt4ke" style="margin-top:0in;margin-right:0in;margin-bottom:12.0pt;
margin-left:0in">
<span lang="DE" style="color: rgb(33, 33, 33);" class=""> </span></p>
<p class="cdt4ke" style="margin-top:10.5pt;margin-right:0in;margin-bottom:0in;
margin-left:0in">
<span lang="DE" class="">We are specifically interested (but are not limited to) the following areas:</span><span lang="DE" style="color: rgb(33, 33, 33);" class=""><o:p class=""></o:p></span></p>
<div style="margin: 0in 0in 0in 15pt; text-indent: 0in;" class="">
<ul class="">
<li class=""><span lang="DE" style="text-indent: 0in;" class="">Procedures that bring humans-in-the-loop for auditing ML healthcare systems to improve human performance, machine performance, or both.</span></li><li class=""><span lang="DE" style="text-indent: 0in;" class="">Methods that are robust to changes in population, distribution shifts, or other types of biases.</span></li><li class=""><span lang="DE" style="text-indent: 0in;" class="">Properties of ML methods/systems to be fulfilled to successfully deploy them in the clinic where the feasibility of these properties should also be taken into account.</span></li><li class=""><span lang="DE" style="text-indent: 0in;" class="">Analyses of how to assess the failure modes of ML models for healthcare and reduce over-reliance.</span></li><li class=""><span lang="DE" style="text-indent: 0in;" class="">Developing methods for improved interpretability of ML predictions in the context of healthcare.</span></li><li class=""><span lang="DE" style="text-indent: 0in;" class="">Translational and implementational aspects: challenges and lessons learned from integrating an ML system into clinical workflow.</span></li></ul>
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<div style="margin: 0in;" class=""><span lang="DE" class=""> </span></div>
<div style="margin: 0in;" class=""><span lang="DE" class="">More information can be found on our website:
<a href="https://sites.google.com/g.harvard.edu/research2clinics/home" class="">https://sites.google.com/g.harvard.edu/research2clinics/home</a></span><span lang="DE" style="color: rgb(33, 33, 33);" class=""><o:p class=""></o:p></span></div>
<p class="MsoNormal"><span lang="EN-GB" class=""> </span></p>
<p class="MsoNormal"><span lang="DE" class=""><u class="">Important dates:</u></span></p>
<p class="MsoNormal"><span lang="DE" class="">* Submissions Deadline: Sept 17, 2021 11:59 AoE<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">* Authors Notification: Oct 16, 2021 11:59 AoE<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class=""> </span></p>
<p class="MsoNormal"><span lang="DE" class=""> </span></p>
<p class="MsoNormal"><span lang="DE" class=""><u class="">Organizers:</u><o:p class=""></o:p></span></p>
<p class="MsoNormal">Julia Vogt (ETH Zurich)</p>
<p class="MsoNormal"><span lang="DE" class="">Ece Özkan (ETH Zurich)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">Sonali Parbhoo (Harvard University)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">Jiayu Yao (Harvard University)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">Shengpu Tang (University of Michigan)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">Melanie F. Pradier (MSR)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">Patrick Schwab (GSK)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class="">Mario Wieser (Genedata AG)<o:p class=""></o:p></span></p>
<p class="MsoNormal"><span lang="DE" class=""> </span></p>
<p class="MsoNormal"><span lang="EN-GB" class=""> </span></p>
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