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Testing a Novel Design Framework for Patient-Facing Machine Learning-Based Predictions of Heart Failure Decompensation.

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Title: Testing a Novel Design Framework for Patient-Facing Machine Learning-Based Predictions of Heart Failure Decompensation.
Authors: Reading Turchioe M; Columbia University School of Nursing, New York, New York, USA. Electronic address: Mr3554@cumc.columbia.edu., Bang SH; Columbia University School of Nursing, New York, New York, USA., Shamnath A; Columbia University School of Nursing, New York, New York, USA., Lai S; Columbia University School of Nursing, New York, New York, USA., Yee N; Boston Scientific Corporation, Marlborough, Massachusetts, USA., Lindmark J; Boston Scientific Corporation, Marlborough, Massachusetts, USA., Federak J; Boston Scientific Corporation, Marlborough, Massachusetts, USA., Averina V; Boston Scientific Corporation, Marlborough, Massachusetts, USA., Slotwiner D; Weill Cornell Medicine, New York, New York, USA.
Source: JACC. Advances [JACC Adv] 2025 Oct; Vol. 4 (10 Pt 2), pp. 102171. Date of Electronic Publication: 2025 Sep 04.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Inc Country of Publication: United States NLM ID: 9918419284106676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2772-963X (Electronic) Linking ISSN: 2772963X NLM ISO Abbreviation: JACC Adv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Reading+Turchioe+M%22">Reading Turchioe M</searchLink>; Columbia University School of Nursing, New York, New York, USA. Electronic address: Mr3554@cumc.columbia.edu.<br /><searchLink fieldCode="AU" term="%22Bang+SH%22">Bang SH</searchLink>; Columbia University School of Nursing, New York, New York, USA.<br /><searchLink fieldCode="AU" term="%22Shamnath+A%22">Shamnath A</searchLink>; Columbia University School of Nursing, New York, New York, USA.<br /><searchLink fieldCode="AU" term="%22Lai+S%22">Lai S</searchLink>; Columbia University School of Nursing, New York, New York, USA.<br /><searchLink fieldCode="AU" term="%22Yee+N%22">Yee N</searchLink>; Boston Scientific Corporation, Marlborough, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Lindmark+J%22">Lindmark J</searchLink>; Boston Scientific Corporation, Marlborough, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Federak+J%22">Federak J</searchLink>; Boston Scientific Corporation, Marlborough, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Averina+V%22">Averina V</searchLink>; Boston Scientific Corporation, Marlborough, Massachusetts, USA.<br /><searchLink fieldCode="AU" term="%22Slotwiner+D%22">Slotwiner D</searchLink>; Weill Cornell Medicine, New York, New York, USA.
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        Value: 10.1016/j.jacadv.2025.102171
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              Text: 2025 Oct
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