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Predictive Performance of Machine Learning Models for Heart Failure Readmission: A Systematic Review.

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Title: Predictive Performance of Machine Learning Models for Heart Failure Readmission: A Systematic Review.
Authors: Alnomasy N; Medical Surgical Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia., Pangket P; Medical Surgical Department, College of Nursing, Taif University, Taif 21944, Saudi Arabia., Mostoles R Jr; Mental Health Nursing Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia., Alrashedi H; Medical Surgical Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia., Pasay-An E; Medical Surgical Department, College of Nursing, King Khalid University, Abha 61421, Saudi Arabia., Cho H; College of Nursing, University of Florida, Gainesville, FL 32610, USA., Alsayed S; College of Nursing-Jeddah, King Saud bin Abdulaziz University for Health Sciences, Jeddah 21423, Saudi Arabia., Gonzales A; Nursing Administration and Education Department, College of Nursing, University of Tabuk, Tabuk 47311, Saudi Arabia., Alharbi AAM; Nursing Administration and Education Department, College of Nursing, University of Tabuk, Tabuk 47311, Saudi Arabia., Alatawi NAH; Nursing Administration and Education Department, College of Nursing, University of Tabuk, Tabuk 47311, Saudi Arabia., Torres S; Medical Surgical Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia., Abudawood K; College of Nursing-Jeddah, King Saud bin Abdulaziz University for Health Sciences, Jeddah 21423, Saudi Arabia., Alamoudi FA; Medical Surgical Nursing Department, Prince Sultan Military College of Health Sciences, Dhahran 34313, Saudi Arabia.
Source: Biomedicines [Biomedicines] 2025 Aug 29; Vol. 13 (9). Date of Electronic Publication: 2025 Aug 29.
Publication Type: Journal Article; Review
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101691304 Publication Model: Electronic Cited Medium: Print ISSN: 2227-9059 (Print) Linking ISSN: 22279059 NLM ISO Abbreviation: Biomedicines Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Predictive Performance of Machine Learning Models for Heart Failure Readmission: A Systematic Review.
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  Data: <searchLink fieldCode="AU" term="%22Alnomasy+N%22">Alnomasy N</searchLink>; Medical Surgical Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Pangket+P%22">Pangket P</searchLink>; Medical Surgical Department, College of Nursing, Taif University, Taif 21944, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Mostoles+R+Jr%22">Mostoles R Jr</searchLink>; Mental Health Nursing Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Alrashedi+H%22">Alrashedi H</searchLink>; Medical Surgical Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Pasay-An+E%22">Pasay-An E</searchLink>; Medical Surgical Department, College of Nursing, King Khalid University, Abha 61421, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Cho+H%22">Cho H</searchLink>; College of Nursing, University of Florida, Gainesville, FL 32610, USA.<br /><searchLink fieldCode="AU" term="%22Alsayed+S%22">Alsayed S</searchLink>; College of Nursing-Jeddah, King Saud bin Abdulaziz University for Health Sciences, Jeddah 21423, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Gonzales+A%22">Gonzales A</searchLink>; Nursing Administration and Education Department, College of Nursing, University of Tabuk, Tabuk 47311, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Alharbi+AAM%22">Alharbi AAM</searchLink>; Nursing Administration and Education Department, College of Nursing, University of Tabuk, Tabuk 47311, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Alatawi+NAH%22">Alatawi NAH</searchLink>; Nursing Administration and Education Department, College of Nursing, University of Tabuk, Tabuk 47311, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Torres+S%22">Torres S</searchLink>; Medical Surgical Department, College of Nursing, University of Hail, Ha'il 81451, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Abudawood+K%22">Abudawood K</searchLink>; College of Nursing-Jeddah, King Saud bin Abdulaziz University for Health Sciences, Jeddah 21423, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Alamoudi+FA%22">Alamoudi FA</searchLink>; Medical Surgical Nursing Department, Prince Sultan Military College of Health Sciences, Dhahran 34313, Saudi Arabia.
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  Data: <searchLink fieldCode="JN" term="%22101691304%22">Biomedicines</searchLink> [Biomedicines] 2025 Aug 29; Vol. 13 (9). <i>Date of Electronic Publication: </i>2025 Aug 29.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101691304 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2227-9059 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222279059%22">22279059 </searchLink><i>NLM ISO Abbreviation: </i>Biomedicines <i>Subsets: </i>PubMed not MEDLINE
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