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Machine learning-enabled systematic review on coded healthcare data in heart failure research.

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Title: Machine learning-enabled systematic review on coded healthcare data in heart failure research.
Authors: Champsi A; Department of Cardiovascular Sciences, University of Birmingham, Medical School, Vincent Drive, Birmingham B15 2TT, UK.; NIHR Birmingham Biomedical Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham B15 2GW, UK., Slater KT; Centre for Health Data Science, University of Birmingham, Birmingham B15 2TT, UK.; Institute of Cancer and Genomics, University of Birmingham, Birmingham B15 2TT, UK., Gill S; Department of Cardiovascular Sciences, University of Birmingham, Medical School, Vincent Drive, Birmingham B15 2TT, UK., Dyszynski T; Bayer AG, Berlin, Germany., Schröder M; Boehringer Ingelheim, Ingelheim, Germany., Suzart-Woischnik K; Bayer AG, Berlin, Germany., Tyl B; Bayer Healthcare SAS, La Garenne-Colombes, France., Allée G; Servier Laboratories, Paris, France., Sartorius A; Servier Laboratories, Madrid, Spain., Lumbers RT; Institute of Health Informatics, University College London, London, UK., Asselbergs FW; Institute of Health Informatics, University College London, London, UK.; The National Institute for Health and Care Research (NIHR) University College London Biomedical Research Centre (BRC), University College London, London NW1 2PG, UK.; Department of Cardiology, Amsterdam University Medical Center, Amsterdam, the Netherlands., Grobbee DE; Julius Center, University Medical Center Utrecht, Universiteitsweg 100, 3584 CG  Utrecht, the Netherlands., Gkoutos G; Centre for Health Data Science, University of Birmingham, Birmingham B15 2TT, UK.; Institute of Cancer and Genomics, University of Birmingham, Birmingham B15 2TT, UK., Kotecha D; Department of Cardiovascular Sciences, University of Birmingham, Medical School, Vincent Drive, Birmingham B15 2TT, UK.; Julius Center, University Medical Center Utrecht, Universiteitsweg 100, 3584 CG  Utrecht, the Netherlands.; NIHR Birmingham Biomedical Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham B15 2GW, UK.
Source: European heart journal. Digital health [Eur Heart J Digit Health] 2025 Oct 23; Vol. 7 (1), pp. ztaf123. Date of Electronic Publication: 2025 Oct 23 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 101778323 Publication Model: eCollection Cited Medium: Internet ISSN: 2634-3916 (Electronic) Linking ISSN: 26343916 NLM ISO Abbreviation: Eur Heart J Digit Health Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Machine learning-enabled systematic review on coded healthcare data in heart failure research.
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  Data: <searchLink fieldCode="AU" term="%22Champsi+A%22">Champsi A</searchLink>; Department of Cardiovascular Sciences, University of Birmingham, Medical School, Vincent Drive, Birmingham B15 2TT, UK.; NIHR Birmingham Biomedical Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham B15 2GW, UK.<br /><searchLink fieldCode="AU" term="%22Slater+KT%22">Slater KT</searchLink>; Centre for Health Data Science, University of Birmingham, Birmingham B15 2TT, UK.; Institute of Cancer and Genomics, University of Birmingham, Birmingham B15 2TT, UK.<br /><searchLink fieldCode="AU" term="%22Gill+S%22">Gill S</searchLink>; Department of Cardiovascular Sciences, University of Birmingham, Medical School, Vincent Drive, Birmingham B15 2TT, UK.<br /><searchLink fieldCode="AU" term="%22Dyszynski+T%22">Dyszynski T</searchLink>; Bayer AG, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Schröder+M%22">Schröder M</searchLink>; Boehringer Ingelheim, Ingelheim, Germany.<br /><searchLink fieldCode="AU" term="%22Suzart-Woischnik+K%22">Suzart-Woischnik K</searchLink>; Bayer AG, Berlin, Germany.<br /><searchLink fieldCode="AU" term="%22Tyl+B%22">Tyl B</searchLink>; Bayer Healthcare SAS, La Garenne-Colombes, France.<br /><searchLink fieldCode="AU" term="%22Allée+G%22">Allée G</searchLink>; Servier Laboratories, Paris, France.<br /><searchLink fieldCode="AU" term="%22Sartorius+A%22">Sartorius A</searchLink>; Servier Laboratories, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Lumbers+RT%22">Lumbers RT</searchLink>; Institute of Health Informatics, University College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Asselbergs+FW%22">Asselbergs FW</searchLink>; Institute of Health Informatics, University College London, London, UK.; The National Institute for Health and Care Research (NIHR) University College London Biomedical Research Centre (BRC), University College London, London NW1 2PG, UK.; Department of Cardiology, Amsterdam University Medical Center, Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Grobbee+DE%22">Grobbee DE</searchLink>; Julius Center, University Medical Center Utrecht, Universiteitsweg 100, 3584 CG  Utrecht, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Gkoutos+G%22">Gkoutos G</searchLink>; Centre for Health Data Science, University of Birmingham, Birmingham B15 2TT, UK.; Institute of Cancer and Genomics, University of Birmingham, Birmingham B15 2TT, UK.<br /><searchLink fieldCode="AU" term="%22Kotecha+D%22">Kotecha D</searchLink>; Department of Cardiovascular Sciences, University of Birmingham, Medical School, Vincent Drive, Birmingham B15 2TT, UK.; Julius Center, University Medical Center Utrecht, Universiteitsweg 100, 3584 CG  Utrecht, the Netherlands.; NIHR Birmingham Biomedical Research Centre, University Hospitals Birmingham NHS Foundation Trust, Birmingham B15 2GW, UK.
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              Text: 2025 Oct 23
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