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Causally-informed deep learning towards explainable and generalizable outcome prediction in critical care.

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Title: Causally-informed deep learning towards explainable and generalizable outcome prediction in critical care.
Authors: Cheng Y; Department of Automation, Tsinghua University, Beijing, China., Song X; Department of Automation, Tsinghua University, Beijing, China., Wang Z; Department of Automation, Tsinghua University, Beijing, China., Zhong Q; Chinese PLA General Hospital, Beijing, China., He K; Chinese PLA General Hospital, Beijing, China. Electronic address: kunlunhe@plagh.org., Suo J; Department of Automation, Tsinghua University, Beijing, China; Institute of Brain and Cognitive Sciences, Tsinghua University, Beijing, China. Electronic address: jlsuo@tsinghua.edu.cn.
Source: Artificial intelligence in medicine [Artif Intell Med] 2026 Jun 22; Vol. 180, pp. 103478. Date of Electronic Publication: 2026 Jun 22.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Publishing Country of Publication: Netherlands NLM ID: 8915031 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-2860 (Electronic) Linking ISSN: 09333657 NLM ISO Abbreviation: Artif Intell Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Cheng+Y%22">Cheng Y</searchLink>; Department of Automation, Tsinghua University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Song+X%22">Song X</searchLink>; Department of Automation, Tsinghua University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Department of Automation, Tsinghua University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Zhong+Q%22">Zhong Q</searchLink>; Chinese PLA General Hospital, Beijing, China.<br /><searchLink fieldCode="AU" term="%22He+K%22">He K</searchLink>; Chinese PLA General Hospital, Beijing, China. Electronic address: kunlunhe@plagh.org.<br /><searchLink fieldCode="AU" term="%22Suo+J%22">Suo J</searchLink>; Department of Automation, Tsinghua University, Beijing, China; Institute of Brain and Cognitive Sciences, Tsinghua University, Beijing, China. Electronic address: jlsuo@tsinghua.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%228915031%22">Artificial intelligence in medicine</searchLink> [Artif Intell Med] 2026 Jun 22; Vol. 180, pp. 103478. <i>Date of Electronic Publication: </i>2026 Jun 22.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Publishing%22">Elsevier Science Publishing </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8915031 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1873-2860 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209333657%22">09333657 </searchLink><i>NLM ISO Abbreviation: </i>Artif Intell Med <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.artmed.2026.103478
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        Text: English
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              Text: 2026 Jun 22
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