Development and Validation of an Interpretable Machine Learning Model for Predicting 1-Year Cardiac Death After Percutaneous Coronary Intervention in Patients With Acute Myocardial Infarction: A Multicenter Study.
Saved in:
| Title: | Development and Validation of an Interpretable Machine Learning Model for Predicting 1-Year Cardiac Death After Percutaneous Coronary Intervention in Patients With Acute Myocardial Infarction: A Multicenter Study. |
|---|---|
| Authors: | Liu H; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.; Department of Cardiology Heart Center, Inner Mongolia People's Hospital Hohhot China., Hu S; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China., Zhang Y; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China., Gu T; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China., Zhang J; Cardiovascular Research Institute University of California San Francisco CA USA., Wu X; Institute for Global Health Sciences University of California San Francisco CA USA., Liu X; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China., Shao X; NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Chu Hsien-I Memorial Hospital & Tianjin Institute of Endocrinology Tianjin Medical University Tianjin China., Wang L; Cardiology Department, Chest Hospital Tianjin University Tianjin China., Tse G; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.; School of Nursing and Health Studies Hong Kong Metropolitan University Hong Kong China., Liu T; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China., Chen K; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China. |
| Source: | Journal of the American Heart Association [J Am Heart Assoc] 2026 Jul 07; Vol. 15 (13), pp. e044796. Date of Electronic Publication: 2026 Jun 23. |
| Publication Type: | Journal Article; Multicenter Study; Validation Study |
| Journal Info: | Publisher: Wiley-Blackwell Country of Publication: England NLM ID: 101580524 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2047-9980 (Electronic) Linking ISSN: 20479980 NLM ISO Abbreviation: J Am Heart Assoc Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Links: – Type: pdflink Text: Availability: 0 |
|---|---|
| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42333686 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
| IllustrationInfo | |
| Items | – Name: Title Label: Title Group: Ti Data: Development and Validation of an Interpretable Machine Learning Model for Predicting 1-Year Cardiac Death After Percutaneous Coronary Intervention in Patients With Acute Myocardial Infarction: A Multicenter Study. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Liu+H%22">Liu H</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.; Department of Cardiology Heart Center, Inner Mongolia People's Hospital Hohhot China.<br /><searchLink fieldCode="AU" term="%22Hu+S%22">Hu S</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Gu+T%22">Gu T</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Zhang+J%22">Zhang J</searchLink>; Cardiovascular Research Institute University of California San Francisco CA USA.<br /><searchLink fieldCode="AU" term="%22Wu+X%22">Wu X</searchLink>; Institute for Global Health Sciences University of California San Francisco CA USA.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Shao+X%22">Shao X</searchLink>; NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Chu Hsien-I Memorial Hospital & Tianjin Institute of Endocrinology Tianjin Medical University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Wang+L%22">Wang L</searchLink>; Cardiology Department, Chest Hospital Tianjin University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Tse+G%22">Tse G</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.; School of Nursing and Health Studies Hong Kong Metropolitan University Hong Kong China.<br /><searchLink fieldCode="AU" term="%22Liu+T%22">Liu T</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China.<br /><searchLink fieldCode="AU" term="%22Chen+K%22">Chen K</searchLink>; Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology The Second Hospital of Tianjin Medical University Tianjin China. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101580524%22">Journal of the American Heart Association</searchLink> [J Am Heart Assoc] 2026 Jul 07; Vol. 15 (13), pp. e044796. <i>Date of Electronic Publication: </i>2026 Jun 23. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Multicenter Study; Validation Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley-Blackwell%22">Wiley-Blackwell </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101580524 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2047-9980 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220479980%22">20479980 </searchLink><i>NLM ISO Abbreviation: </i>J Am Heart Assoc <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42333686 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1161/JAHA.125.044796 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: e044796 Titles: – TitleFull: Development and Validation of an Interpretable Machine Learning Model for Predicting 1-Year Cardiac Death After Percutaneous Coronary Intervention in Patients With Acute Myocardial Infarction: A Multicenter Study. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Liu H – PersonEntity: Name: NameFull: Hu S – PersonEntity: Name: NameFull: Zhang Y – PersonEntity: Name: NameFull: Gu T – PersonEntity: Name: NameFull: Zhang J – PersonEntity: Name: NameFull: Wu X – PersonEntity: Name: NameFull: Liu X – PersonEntity: Name: NameFull: Shao X – PersonEntity: Name: NameFull: Wang L – PersonEntity: Name: NameFull: Tse G – PersonEntity: Name: NameFull: Liu T – PersonEntity: Name: NameFull: Chen K IsPartOfRelationships: – BibEntity: Dates: – D: 07 M: 07 Text: 2026 Jul 07 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2047-9980 Numbering: – Type: volume Value: 15 – Type: issue Value: 13 Titles: – TitleFull: Journal of the American Heart Association Type: main |
| ResultId | 1 |
