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When Biology Meets Medicine: A Perspective on Foundation Models
Advanced Intelligent Discovery, EarlyView.Artificial intelligence, and foundation models in particular, are transforming life sciences and medicine. This perspective reviews biological and medical foundation models across scales, highlighting key challenges in data availability, model evaluation, and architectural design.Kunying Niu, Yuxing Wang, Limin Zou, Jing Huang +3 morewiley +1 more sourceCorpus Linguistics</a> </p><span class="r_subtitle"><img src="/img/openaccess.ico" alt="open access: yes" title="open access: yes" width="16" height="16"><i>DELTA: Documentação de Estudos em Lingüística Teórica e Aplicada</i>, 2012 </span><br><span class="r_sub"><i>Camilo Enrique Diaz Romero</i></span><br><small><a href="https://doaj.org/article/7d467b4a1535422a829f6e84d4ffc214" target="_blank" rel="nofollow" title="doaj.org/article/7d467b4a1535422a829f6e84d4ffc214">doaj</a> </small> <div id="more_8" style="display:none"><a href="https://doaj.org/article/27aed99d735742f5b4e3c289fda0c56f" target="_blank" rel="nofollow" title="doaj.org/article/27aed99d735742f5b4e3c289fda0c56f">doaj.org</a><br> <a href="https://explore.openaire.eu/search/publication?articleId=dedup_wf_002%3A%3A5a1d3587dc489daf5997cafc704c88c5" target="_blank" rel="nofollow" title="openaire.eu/search/publication?articleId=dedup_wf_002%3A%3A5a1d3587dc489daf5997cafc704c88c5">openaire.eu</a><br></div><small><a href="#" onClick="return toggle_div(this, 'more_8')">+2 more sources</a></small><br></div><div class="r"><p class="r_title"><a href="https://doi.org/10.1002/aisy.202400429" target="_blank" rel="nofollow">Large Language Model‐Based Chatbots in Higher Education</a> </p><span class="r_subtitle"><img src="/img/openaccess.ico" alt="open access: yes" title="open access: yes" width="16" height="16"><i>Advanced Intelligent Systems, Volume 7, Issue 3, March 2025.</i></span><br><span class="r_content">The use of large language models (LLMs) in higher education can facilitate personalized learning experiences, advance asynchronized learning, and support instructors, students, and researchers across diverse fields. The development of regulations and guidelines that address ethical and legal issues is essential to ensure safe and responsible adaptation </span><br><span class="r_sub"><i>Defne Yigci<span id="ma_9" style="display:none">, Merve Eryilmaz, Ail K. Yetisen, Savas Tasoglu, Aydogan Ozcan</span> <small><a href="#" style="color:#808080;" onClick="return toggle_div(this, 'ma_9')">+4 more</a></small></i></span><br><small><a href="https://onlinelibrary.wiley.com/doi/10.1002/aisy.202400429?mi=2or9o2m&af=R&AllField=corpus linguistics&ConceptID=15941&content=articlesChapters&target=default" target="_blank" rel="nofollow" title="wiley.com/doi/10.1002/aisy.202400429?mi=2or9o2m&af=R&AllField=corpus linguistics&ConceptID=15941&content=articlesChapters&target=default">wiley</a> </small> <div id="more_9" style="display:none"><a href="/sci_redir.php?doi=10.1002%2Faisy.202400429" target="_blank" rel="nofollow">openaccessbutton.org (pdf)</a><br><a href="javascript:navigator.clipboard.writeText('10.1002/aisy.202400429'); alert('Copied the doi');">copy doi</a> <small>(10.1002/aisy.202400429)</small><br></div><small><a href="#" onClick="return toggle_div(this, 'more_9')">+1 more source</a></small><br></div><div class="r"><p class="r_title"><a href="https://doi.org/10.1002/aisy.70520" target="_blank" rel="nofollow">A Generalizable Framework for Building Executable Domain‐Specific Large Language Models Under Data Scarcity: Demonstration on Semiconductor Technology Computer‐Aided Design Simulation</a> </p><span class="r_subtitle"><img src="/img/openaccess.ico" alt="open access: yes" title="open access: yes" width="16" height="16"><i>Advanced Intelligent Systems, EarlyView.</i></span><br><span class="r_content">A schema‐first alignment framework builds compact, executable domain‐specific language models under data scarcity. Large‐scale synthetic question‐answer generation instills domain knowledge, and a code‐centric IR‐to‐DPO pipeline aligns generation with tool‐executable syntax.</span><br><span class="r_sub"><i>Di Wang<span id="ma_10" style="display:none">, Zhenhua Wu, Yu Liu, Kai Chang, Shaohua Wu</span> <small><a href="#" style="color:#808080;" onClick="return toggle_div(this, 'ma_10')">+4 more</a></small></i></span><br><small><a href="https://onlinelibrary.wiley.com/doi/10.1002/aisy.70520?mi=2or9o2m&af=R&AllField=corpus linguistics&ConceptID=15941&content=articlesChapters&target=default" target="_blank" rel="nofollow" title="wiley.com/doi/10.1002/aisy.70520?mi=2or9o2m&af=R&AllField=corpus linguistics&ConceptID=15941&content=articlesChapters&target=default">wiley</a> </small> <div id="more_10" style="display:none"><a href="/sci_redir.php?doi=10.1002%2Faisy.70520" target="_blank" rel="nofollow">openaccessbutton.org (pdf)</a><br><a href="javascript:navigator.clipboard.writeText('10.1002/aisy.70520'); alert('Copied the doi');">copy doi</a> <small>(10.1002/aisy.70520)</small><br></div><small><a href="#" onClick="return toggle_div(this, 'more_10')">+1 more source</a></small><br></div><div class="r"><div style="margin-bottom:2px;overflow:hidden"><div style="display: inline-block; float: left; font-size: small; padding-right: 16px; margin-top: -1px; padding-bottom: 1px;"><a href="/q-linguistics/" class="suggestion"onclick="show_loader();"><b>linguistics</b></a><br/><a href="/q-philology/" class="suggestion"onclick="show_loader();"><b>philology</b></a><br/><a href="/q-computational_linguistics/" class="suggestion"onclick="show_loader();"><b>computational linguistics</b></a><br/></div><div style="display: inline-block; float: left; font-size: small; padding-right: 16px; margin-top: -1px; padding-bottom: 1px;"><a href="/q-natural_language_processing/" class="suggestion"onclick="show_loader();"><b>natural language processing</b></a><br/><a href="/q-corpus/" class="suggestion"onclick="show_loader();"><b>corpus</b></a><br/><a href="/q-digital_humanities/" class="suggestion"onclick="show_loader();"><b>digital humanities</b></a><br/></div><div style="display: inline-block; float: left; font-size: small; padding-right: 16px; margin-top: -1px; padding-bottom: 1px;"></div></div></div><div class="pagenav"><a href="/q-corpus_linguistics/p-3/" rel="nofollow"><b>previous</b></a> <a href="/q-corpus_linguistics/p-2/" rel="nofollow">2</a> <a href="/q-corpus_linguistics/p-3/" rel="nofollow">3</a> <b>4</b> <a href="/q-corpus_linguistics/p-5/" rel="nofollow">5</a> <a href="/q-corpus_linguistics/p-6/" rel="nofollow">6</a> <a href="/q-corpus_linguistics/p-5/" id="next" rel="nofollow"><b>next</b></a> </div><br></div>
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