Development and validation of a clinical wearable deep learning based continuous inhospital deterioration prediction model.

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Title: Development and validation of a clinical wearable deep learning based continuous inhospital deterioration prediction model.
Authors: Scheid MR; Northwell Health, New Hyde Park, NY, 11042, USA.; Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, USA.; Institute of Bioelectronic Medicine, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, USA., Friedmann B; Northwell Health, New Hyde Park, NY, 11042, USA.; Clinical Digital Solutions, Northwell Health, New Hyde Park, NY, USA., Oppenheim M; Northwell Health, New Hyde Park, NY, 11042, USA.; Clinical Digital Solutions, Northwell Health, New Hyde Park, NY, USA.; Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, Hempstead, NY, USA., Hirsch JS; Northwell Health, New Hyde Park, NY, 11042, USA.; Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, USA.; Clinical Digital Solutions, Northwell Health, New Hyde Park, NY, USA.; Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, Hempstead, NY, USA., Zanos TP; Northwell Health, New Hyde Park, NY, 11042, USA. tzanos@northwell.edu.; Institute of Health System Science, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, USA. tzanos@northwell.edu.; Institute of Bioelectronic Medicine, Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, USA. tzanos@northwell.edu.; Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Northwell Health, Hempstead, NY, USA. tzanos@northwell.edu.
Source: Nature communications [Nat Commun] 2025 Nov 03; Vol. 16 (1), pp. 9513. Date of Electronic Publication: 2025 Nov 03.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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ISSN:2041-1723
DOI:10.1038/s41467-025-65219-8