CARDIAC-FM: A Multimodal Foundation Model for Cardiovascular Risk Prediction Using ECG and Cardiac MRI.

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Title: CARDIAC-FM: A Multimodal Foundation Model for Cardiovascular Risk Prediction Using ECG and Cardiac MRI.
Authors: Li F; Department of Statistics, University of Washington, Seattle, WA, USA.; Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA., Li S; Paul G. Allen School of Computer Science & Engineering, University of Washington, Seattle, WA, USA., Qian Y; Department of Biostatistics, University of Washington, Seattle, WA, USA., Chen B; Department of Biostatistics, University of Washington, Seattle, WA, USA., Brody JA; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA., Yogeswaran V; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA., Wiggins KL; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA., Sitlani CM; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA., Bis JC; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA., Shojaie A; Department of Statistics, University of Washington, Seattle, WA, USA.; Department of Biostatistics, University of Washington, Seattle, WA, USA., Longstreth WT Jr; Department of Epidemiology, University of Washington, Seattle, Washington, USA.; Department of Neurology, University of Washington, Seattle, Washington, USA., Psaty BM; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, Washington, USA., Tison GH; Division of Cardiology, University of California-San Francisco, San Francisco, California, USA., Du S; Paul G. Allen School of Computer Science & Engineering, University of Washington, Seattle, WA, USA., Floyd JS; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, Washington, USA., Ye T; Department of Biostatistics, University of Washington, Seattle, WA, USA.
Source: MedRxiv : the preprint server for health sciences [medRxiv] 2026 Mar 18. Date of Electronic Publication: 2026 Mar 18.
Publication Type: Journal Article; Preprint
Journal Info: Country of Publication: United States NLM ID: 101767986 Publication Model: Electronic Cited Medium: Internet NLM ISO Abbreviation: medRxiv Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: CARDIAC-FM: A Multimodal Foundation Model for Cardiovascular Risk Prediction Using ECG and Cardiac MRI.
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  Data: <searchLink fieldCode="AU" term="%22Li+F%22">Li F</searchLink>; Department of Statistics, University of Washington, Seattle, WA, USA.; Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.<br /><searchLink fieldCode="AU" term="%22Li+S%22">Li S</searchLink>; Paul G. Allen School of Computer Science & Engineering, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Qian+Y%22">Qian Y</searchLink>; Department of Biostatistics, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Chen+B%22">Chen B</searchLink>; Department of Biostatistics, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Brody+JA%22">Brody JA</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Yogeswaran+V%22">Yogeswaran V</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Wiggins+KL%22">Wiggins KL</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Sitlani+CM%22">Sitlani CM</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Bis+JC%22">Bis JC</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Shojaie+A%22">Shojaie A</searchLink>; Department of Statistics, University of Washington, Seattle, WA, USA.; Department of Biostatistics, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Longstreth+WT+Jr%22">Longstreth WT Jr</searchLink>; Department of Epidemiology, University of Washington, Seattle, Washington, USA.; Department of Neurology, University of Washington, Seattle, Washington, USA.<br /><searchLink fieldCode="AU" term="%22Psaty+BM%22">Psaty BM</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, Washington, USA.<br /><searchLink fieldCode="AU" term="%22Tison+GH%22">Tison GH</searchLink>; Division of Cardiology, University of California-San Francisco, San Francisco, California, USA.<br /><searchLink fieldCode="AU" term="%22Du+S%22">Du S</searchLink>; Paul G. Allen School of Computer Science & Engineering, University of Washington, Seattle, WA, USA.<br /><searchLink fieldCode="AU" term="%22Floyd+JS%22">Floyd JS</searchLink>; Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA.; Department of Epidemiology, University of Washington, Seattle, Washington, USA.<br /><searchLink fieldCode="AU" term="%22Ye+T%22">Ye T</searchLink>; Department of Biostatistics, University of Washington, Seattle, WA, USA.
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