Open science requires trust and rigour: a framework for responsible evaluation of shared AI-ECG tools.

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Title: Open science requires trust and rigour: a framework for responsible evaluation of shared AI-ECG tools.
Authors: Dhingra LS; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA., Croon PM; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA., Oikonomou EK; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA., Khera R; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA.; Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, CT, USA.; Department of Biomedical Informatics and Data Science, Yale School of Medicine, New Haven, CT, USA.; Section of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
Source: European heart journal. Digital health [Eur Heart J Digit Health] 2026 Apr 15; Vol. 7 (4), pp. ztag057. Date of Electronic Publication: 2026 Apr 15 (Print Publication: 2026).
Publication Type: Letter
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: <searchLink fieldCode="AU" term="%22Dhingra+LS%22">Dhingra LS</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Croon+PM%22">Croon PM</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Oikonomou+EK%22">Oikonomou EK</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Khera+R%22">Khera R</searchLink>; Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, 100 Church St S, Ste F250, New Haven, CT, USA.; Cardiovascular Data Science (CarDS) Lab, Yale School of Medicine, New Haven, CT, USA.; Center for Outcomes Research and Evaluation (CORE), Yale New Haven Hospital, New Haven, CT, USA.; Department of Biomedical Informatics and Data Science, Yale School of Medicine, New Haven, CT, USA.; Section of Health Informatics, Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
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  Data: <searchLink fieldCode="JN" term="%22101778323%22">European heart journal. Digital health</searchLink> [Eur Heart J Digit Health] 2026 Apr 15; Vol. 7 (4), pp. ztag057. <i>Date of Electronic Publication: </i>2026 Apr 15 (<i>Print Publication: </i>2026).
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Oxford+University+Press%22">Oxford University Press </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101778323 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2634-3916 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2226343916%22">26343916 </searchLink><i>NLM ISO Abbreviation: </i>Eur Heart J Digit Health <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1093/ehjdh/ztag057
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              Text: 2026 Apr 15
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            – TitleFull: European heart journal. Digital health
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