Evaluation of machine learning models for stroke risk prediction in atrial fibrillation: a systematic review and meta-analysis.
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| Title: | Evaluation of machine learning models for stroke risk prediction in atrial fibrillation: a systematic review and meta-analysis. |
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| Authors: | Taebi M; Cardiovascular Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran., Arvin A; Center for Orthopedic Trans-Disciplinary Applied Research (COTAR), Tehran University of Medical Sciences, Tehran, Iran., Azarboo A; School of Medicine, Tehran University of Medical Sciences, Tehran, Iran., Behnoush AH; School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.; Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran., Momenzadeh M; Faculty of Medicine, Kurdistan University of Medical Sciences, Sanandaj, Iran., Fallahtafti P; Cardiovascular Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran., Humayun Z; Department of Internal Medicine, University of Missouri - Kansas City, Kansas City, MO, USA., Tajdini M; Cardiovascular Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran. mtajdini@sina.tums.ac.ir.; Department of Cardiovascular Research, Tehran Heart Center, North Kargar Ave, Tehran, 1411713138, Iran. mtajdini@sina.tums.ac.ir. |
| Source: | BMC cardiovascular disorders [BMC Cardiovasc Disord] 2026 Jan 26; Vol. 26 (1). Date of Electronic Publication: 2026 Jan 26. |
| Publication Type: | Journal Article; Systematic Review; Meta-Analysis |
| Journal Info: | Publisher: BioMed Central Country of Publication: England NLM ID: 100968539 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2261 (Electronic) Linking ISSN: 14712261 NLM ISO Abbreviation: BMC Cardiovasc Disord Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41588335 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Evaluation of machine learning models for stroke risk prediction in atrial fibrillation: a systematic review and meta-analysis. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Taebi+M%22">Taebi M</searchLink>; Cardiovascular Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Arvin+A%22">Arvin A</searchLink>; Center for Orthopedic Trans-Disciplinary Applied Research (COTAR), Tehran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Azarboo+A%22">Azarboo A</searchLink>; School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Behnoush+AH%22">Behnoush AH</searchLink>; School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.; Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Momenzadeh+M%22">Momenzadeh M</searchLink>; Faculty of Medicine, Kurdistan University of Medical Sciences, Sanandaj, Iran.<br /><searchLink fieldCode="AU" term="%22Fallahtafti+P%22">Fallahtafti P</searchLink>; Cardiovascular Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Humayun+Z%22">Humayun Z</searchLink>; Department of Internal Medicine, University of Missouri - Kansas City, Kansas City, MO, USA.<br /><searchLink fieldCode="AU" term="%22Tajdini+M%22">Tajdini M</searchLink>; Cardiovascular Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran. mtajdini@sina.tums.ac.ir.; Department of Cardiovascular Research, Tehran Heart Center, North Kargar Ave, Tehran, 1411713138, Iran. mtajdini@sina.tums.ac.ir. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22100968539%22">BMC cardiovascular disorders</searchLink> [BMC Cardiovasc Disord] 2026 Jan 26; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Jan 26. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Systematic Review; Meta-Analysis – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>100968539 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1471-2261 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214712261%22">14712261 </searchLink><i>NLM ISO Abbreviation: </i>BMC Cardiovasc Disord <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41588335 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s12872-026-05508-2 Languages: – Code: eng Text: English Titles: – TitleFull: Evaluation of machine learning models for stroke risk prediction in atrial fibrillation: a systematic review and meta-analysis. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Taebi M – PersonEntity: Name: NameFull: Arvin A – PersonEntity: Name: NameFull: Azarboo A – PersonEntity: Name: NameFull: Behnoush AH – PersonEntity: Name: NameFull: Momenzadeh M – PersonEntity: Name: NameFull: Fallahtafti P – PersonEntity: Name: NameFull: Humayun Z – PersonEntity: Name: NameFull: Tajdini M IsPartOfRelationships: – BibEntity: Dates: – D: 26 M: 01 Text: 2026 Jan 26 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1471-2261 Numbering: – Type: volume Value: 26 – Type: issue Value: 1 Titles: – TitleFull: BMC cardiovascular disorders Type: main |
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