Machine learning applied to echocardiographic deformation curves for prediction of heart failure and cardiovascular death.
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| Title: | Machine learning applied to echocardiographic deformation curves for prediction of heart failure and cardiovascular death. |
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| Authors: | Simonsen JØ; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.. Electronic address: jako.simonsen@gmail.com., Højlund R; Department of Physics, Technical University of Denmark, Kgs Lyngby, Denmark., Modin D; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark., Skaarup KG; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark., Olsen FJ; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark., Christensen J; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark., Lassen MCH; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark., Johansen ND; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark., Sánchez-Martínez S; Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain., Claggett BL; Harvard Medical School, USA., Marott JL; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark., Jensen MT; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark; Steno Diabetes Center Copenhagen, 2730 Herlev, Denmark., Jensen GB; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark., Schnohr P; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark., Møgelvang R; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark., Diederichsen SZ; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark., Xing LY; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark., Køber L; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark., Svendsen JH; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark., Rasmussen S; Novo Nordisk Foundation Center for Basic Metabolic Research Multi-modal Bioinformatics, Denmark., Clemmensen LKH; Applied Mathematics and Computer Science, Technical University of Denmark, Kgs Lyngby, Denmark., Tfelt-Hansen J; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark., Biering-Sørensen T; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark. |
| Source: | International journal of cardiology [Int J Cardiol] 2026 Jul 15; Vol. 455, pp. 134481. Date of Electronic Publication: 2026 Apr 09. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Elsevier Country of Publication: Netherlands NLM ID: 8200291 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1874-1754 (Electronic) Linking ISSN: 01675273 NLM ISO Abbreviation: Int J Cardiol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41966410 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Machine learning applied to echocardiographic deformation curves for prediction of heart failure and cardiovascular death. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Simonsen+JØ%22">Simonsen JØ</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.. Electronic address: jako.simonsen@gmail.com.<br /><searchLink fieldCode="AU" term="%22Højlund+R%22">Højlund R</searchLink>; Department of Physics, Technical University of Denmark, Kgs Lyngby, Denmark.<br /><searchLink fieldCode="AU" term="%22Modin+D%22">Modin D</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.<br /><searchLink fieldCode="AU" term="%22Skaarup+KG%22">Skaarup KG</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.<br /><searchLink fieldCode="AU" term="%22Olsen+FJ%22">Olsen FJ</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.<br /><searchLink fieldCode="AU" term="%22Christensen+J%22">Christensen J</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.<br /><searchLink fieldCode="AU" term="%22Lassen+MCH%22">Lassen MCH</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.<br /><searchLink fieldCode="AU" term="%22Johansen+ND%22">Johansen ND</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.<br /><searchLink fieldCode="AU" term="%22Sánchez-Martínez+S%22">Sánchez-Martínez S</searchLink>; Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Claggett+BL%22">Claggett BL</searchLink>; Harvard Medical School, USA.<br /><searchLink fieldCode="AU" term="%22Marott+JL%22">Marott JL</searchLink>; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Jensen+MT%22">Jensen MT</searchLink>; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark; Steno Diabetes Center Copenhagen, 2730 Herlev, Denmark.<br /><searchLink fieldCode="AU" term="%22Jensen+GB%22">Jensen GB</searchLink>; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Schnohr+P%22">Schnohr P</searchLink>; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Møgelvang+R%22">Møgelvang R</searchLink>; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Diederichsen+SZ%22">Diederichsen SZ</searchLink>; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Xing+LY%22">Xing LY</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Køber+L%22">Køber L</searchLink>; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Svendsen+JH%22">Svendsen JH</searchLink>; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Rasmussen+S%22">Rasmussen S</searchLink>; Novo Nordisk Foundation Center for Basic Metabolic Research Multi-modal Bioinformatics, Denmark.<br /><searchLink fieldCode="AU" term="%22Clemmensen+LKH%22">Clemmensen LKH</searchLink>; Applied Mathematics and Computer Science, Technical University of Denmark, Kgs Lyngby, Denmark.<br /><searchLink fieldCode="AU" term="%22Tfelt-Hansen+J%22">Tfelt-Hansen J</searchLink>; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.<br /><searchLink fieldCode="AU" term="%22Biering-Sørensen+T%22">Biering-Sørensen T</searchLink>; Department of Cardiology, Copenhagen University Hospital - Herlev and Gentofte, Hellerup, Denmark.; The Copenhagen City Heart Study, Copenhagen University Hospital - Bispebjerg and Frederiksberg, Copenhagen, Denmark; Department of Cardiology, Copenhagen University Hospital - Rigshospitalet, Copenhagen, Denmark.; Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%228200291%22">International journal of cardiology</searchLink> [Int J Cardiol] 2026 Jul 15; Vol. 455, pp. 134481. <i>Date of Electronic Publication: </i>2026 Apr 09. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8200291 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1874-1754 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201675273%22">01675273 </searchLink><i>NLM ISO Abbreviation: </i>Int J Cardiol <i>Subsets: </i>MEDLINE |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.ijcard.2026.134481 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 134481 Titles: – TitleFull: Machine learning applied to echocardiographic deformation curves for prediction of heart failure and cardiovascular death. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Simonsen JØ – PersonEntity: Name: NameFull: Højlund R – PersonEntity: Name: NameFull: Modin D – PersonEntity: Name: NameFull: Skaarup KG – PersonEntity: Name: NameFull: Olsen FJ – PersonEntity: Name: NameFull: Christensen J – PersonEntity: Name: NameFull: Lassen MCH – PersonEntity: Name: NameFull: Johansen ND – PersonEntity: Name: NameFull: Sánchez-Martínez S – PersonEntity: Name: NameFull: Claggett BL – PersonEntity: Name: NameFull: Marott JL – PersonEntity: Name: NameFull: Jensen MT – PersonEntity: Name: NameFull: Jensen GB – PersonEntity: Name: NameFull: Schnohr P – PersonEntity: Name: NameFull: Møgelvang R – PersonEntity: Name: NameFull: Diederichsen SZ – PersonEntity: Name: NameFull: Xing LY – PersonEntity: Name: NameFull: Køber L – PersonEntity: Name: NameFull: Svendsen JH – PersonEntity: Name: NameFull: Rasmussen S – PersonEntity: Name: NameFull: Clemmensen LKH – PersonEntity: Name: NameFull: Tfelt-Hansen J – PersonEntity: Name: NameFull: Biering-Sørensen T IsPartOfRelationships: – BibEntity: Dates: – D: 15 M: 07 Text: 2026 Jul 15 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1874-1754 Numbering: – Type: volume Value: 455 Titles: – TitleFull: International journal of cardiology Type: main |
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