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Development and external validation of deep learning clinical prediction models using variable-length time series data.

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Title: Development and external validation of deep learning clinical prediction models using variable-length time series data.
Authors: Bashiri FS; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States., Carey KA; Department of Medicine, University of Chicago, Chicago, IL 60637, United States., Martin J; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States., Koyner JL; Department of Medicine, University of Chicago, Chicago, IL 60637, United States., Edelson DP; Department of Medicine, University of Chicago, Chicago, IL 60637, United States., Gilbert ER; Department of Medicine, Loyola University, Chicago, IL 60153, United States., Mayampurath A; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States., Afshar M; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States., Churpek MM; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States.
Source: Journal of the American Medical Informatics Association : JAMIA [J Am Med Inform Assoc] 2024 May 20; Vol. 31 (6), pp. 1322-1330.
Publication Type: Journal Article; Validation Study; Multicenter Study; Research Support, N.I.H., Extramural
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 9430800 Publication Model: Print Cited Medium: Internet ISSN: 1527-974X (Electronic) Linking ISSN: 10675027 NLM ISO Abbreviation: J Am Med Inform Assoc Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Bashiri+FS%22">Bashiri FS</searchLink>; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.<br /><searchLink fieldCode="AU" term="%22Carey+KA%22">Carey KA</searchLink>; Department of Medicine, University of Chicago, Chicago, IL 60637, United States.<br /><searchLink fieldCode="AU" term="%22Martin+J%22">Martin J</searchLink>; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.<br /><searchLink fieldCode="AU" term="%22Koyner+JL%22">Koyner JL</searchLink>; Department of Medicine, University of Chicago, Chicago, IL 60637, United States.<br /><searchLink fieldCode="AU" term="%22Edelson+DP%22">Edelson DP</searchLink>; Department of Medicine, University of Chicago, Chicago, IL 60637, United States.<br /><searchLink fieldCode="AU" term="%22Gilbert+ER%22">Gilbert ER</searchLink>; Department of Medicine, Loyola University, Chicago, IL 60153, United States.<br /><searchLink fieldCode="AU" term="%22Mayampurath+A%22">Mayampurath A</searchLink>; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States.<br /><searchLink fieldCode="AU" term="%22Afshar+M%22">Afshar M</searchLink>; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States.<br /><searchLink fieldCode="AU" term="%22Churpek+MM%22">Churpek MM</searchLink>; Department of Medicine, University of Wisconsin-Madison, Madison, WI 53792, United States.; Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI 53726, United States.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Oxford+University+Press%22">Oxford University Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9430800 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1527-974X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210675027%22">10675027 </searchLink><i>NLM ISO Abbreviation: </i>J Am Med Inform Assoc <i>Subsets: </i>MEDLINE
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        Value: 10.1093/jamia/ocae088
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