A generalizable deep learning system for cardiac MRI.
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| Title: | A generalizable deep learning system for cardiac MRI. |
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| Authors: | Shad R; Division of Cardiovascular Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA. rohan.shad@pennmedicine.upenn.edu., Zakka C; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA., Kaur D; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA., Mathur M; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA., Fong R; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA., Cho J; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA., Filice RW; Department of Radiology, Medstar Georgetown University Hospital, Washington, DC, USA., Mongan J; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., Kallianos K; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA., Khandwala N; Bunkerhill Health, San Francisco, CA, USA., Eng D; Bunkerhill Health, San Francisco, CA, USA., Leipzig M; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA., Witschey WR; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA., de Feria A; Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Ferrari VA; Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Ashley EA; Division of Cardiovascular Medicine, Department of Medicine, Genetics, and Biomedical Data Science, Stanford University, Stanford, CA, USA., Acker MA; Division of Cardiovascular Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA., Langlotz C; Department of Radiology, Medicine, and Biomedical Data Science, Stanford University, Stanford, CA, USA., Hiesinger W; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA. willhies@stanford.edu. |
| Source: | Nature biomedical engineering [Nat Biomed Eng] 2026 Mar 25. Date of Electronic Publication: 2026 Mar 25. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Nature Country of Publication: England NLM ID: 101696896 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2157-846X (Electronic) Linking ISSN: 2157846X NLM ISO Abbreviation: Nat Biomed Eng Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41882174 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: A generalizable deep learning system for cardiac MRI. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Shad+R%22">Shad R</searchLink>; Division of Cardiovascular Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA. rohan.shad@pennmedicine.upenn.edu.<br /><searchLink fieldCode="AU" term="%22Zakka+C%22">Zakka C</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kaur+D%22">Kaur D</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Mathur+M%22">Mathur M</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Fong+R%22">Fong R</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cho+J%22">Cho J</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Filice+RW%22">Filice RW</searchLink>; Department of Radiology, Medstar Georgetown University Hospital, Washington, DC, USA.<br /><searchLink fieldCode="AU" term="%22Mongan+J%22">Mongan J</searchLink>; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kallianos+K%22">Kallianos K</searchLink>; Department of Radiology and Biomedical Imaging, University of California, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Khandwala+N%22">Khandwala N</searchLink>; Bunkerhill Health, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Eng+D%22">Eng D</searchLink>; Bunkerhill Health, San Francisco, CA, USA.<br /><searchLink fieldCode="AU" term="%22Leipzig+M%22">Leipzig M</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Witschey+WR%22">Witschey WR</searchLink>; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22de+Feria+A%22">de Feria A</searchLink>; Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Ferrari+VA%22">Ferrari VA</searchLink>; Division of Cardiovascular Medicine, Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Ashley+EA%22">Ashley EA</searchLink>; Division of Cardiovascular Medicine, Department of Medicine, Genetics, and Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Acker+MA%22">Acker MA</searchLink>; Division of Cardiovascular Surgery, Department of Surgery, University of Pennsylvania, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Langlotz+C%22">Langlotz C</searchLink>; Department of Radiology, Medicine, and Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Hiesinger+W%22">Hiesinger W</searchLink>; Department of Cardiothoracic Surgery, Stanford University, Stanford, CA, USA. willhies@stanford.edu. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101696896%22">Nature biomedical engineering</searchLink> [Nat Biomed Eng] 2026 Mar 25. <i>Date of Electronic Publication: </i>2026 Mar 25. – 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="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101696896 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2157-846X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222157846X%22">2157846X </searchLink><i>NLM ISO Abbreviation: </i>Nat Biomed Eng <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41882174 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41551-026-01637-3 Languages: – Code: eng Text: English Titles: – TitleFull: A generalizable deep learning system for cardiac MRI. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Shad R – PersonEntity: Name: NameFull: Zakka C – PersonEntity: Name: NameFull: Kaur D – PersonEntity: Name: NameFull: Mathur M – PersonEntity: Name: NameFull: Fong R – PersonEntity: Name: NameFull: Cho J – PersonEntity: Name: NameFull: Filice RW – PersonEntity: Name: NameFull: Mongan J – PersonEntity: Name: NameFull: Kallianos K – PersonEntity: Name: NameFull: Khandwala N – PersonEntity: Name: NameFull: Eng D – PersonEntity: Name: NameFull: Leipzig M – PersonEntity: Name: NameFull: Witschey WR – PersonEntity: Name: NameFull: de Feria A – PersonEntity: Name: NameFull: Ferrari VA – PersonEntity: Name: NameFull: Ashley EA – PersonEntity: Name: NameFull: Acker MA – PersonEntity: Name: NameFull: Langlotz C – PersonEntity: Name: NameFull: Hiesinger W IsPartOfRelationships: – BibEntity: Dates: – D: 25 M: 03 Text: 2026 Mar 25 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2157-846X Titles: – TitleFull: Nature biomedical engineering Type: main |
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