Merlin: a computed tomography vision-language foundation model and dataset.
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| Title: | Merlin: a computed tomography vision-language foundation model and dataset. |
|---|---|
| Authors: | Blankemeier L; Department of Electrical Engineering, Stanford University, Stanford, CA, USA.; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Kumar A; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Cohen JP; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Liu J; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Liu L; Computational Precision Health, University of California, Berkeley, Berkeley, CA, USA., Van Veen D; Department of Electrical Engineering, Stanford University, Stanford, CA, USA.; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Gardezi SJS; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA., Yu H; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA., Paschali M; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Chen Z; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Delbrouck JB; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Reis E; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Holland R; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Truyts C; Department of Radiology, Hospital Israelita Albert Einstein, San Paulo, Brazil., Bluethgen C; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, University Hospital Zurich, Zurich, Switzerland., Wu Y; Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital at Linkou, Taoyuan City, Taiwan., Lian L; Department of Electrical Engineering and Computer Science, University of California, Berkeley, Berkeley, CA, USA., Jensen MEK; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Ostmeier S; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Varma M; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Computer Science, Stanford University, Stanford, CA, USA., Valanarasu JMJ; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Computer Science, Stanford University, Stanford, CA, USA., Fang Z; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Huo Z; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA., Nabulsi Z; Google, Mountain View, CA, USA., Ardila D; Google, Mountain View, CA, USA., Weng WH; Google, Mountain View, CA, USA., Junior EA; Department of Radiology, Hospital Israelita Albert Einstein, San Paulo, Brazil., Ahuja N; Department of Medicine, Stanford University, Stanford, CA, USA., Fries J; Department of Computer Science, Stanford University, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA., Shah NH; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA., Zaharchuk G; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Willis M; Department of Radiology, Stanford University, Stanford, CA, USA., Yala A; Computational Precision Health, University of California, Berkeley, Berkeley, CA, USA., Johnston A; Department of Radiology, Stanford University, Stanford, CA, USA., Boutin RD; Department of Radiology, Stanford University, Stanford, CA, USA., Wentland A; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA., Langlotz CP; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA., Hom J; Department of Medicine, Stanford University, Stanford, CA, USA., Gatidis S; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA., Chaudhari AS; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA. akshaysc@stanford.edu.; Department of Radiology, Stanford University, Stanford, CA, USA. akshaysc@stanford.edu.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA. akshaysc@stanford.edu.; Stanford Cardiovascular Institute, Stanford, CA, USA. akshaysc@stanford.edu.; Weill Cancer Hub West, Stanford, CA, USA. akshaysc@stanford.edu. |
| Source: | Nature [Nature] 2026 Apr; Vol. 652 (8112), pp. 1318-1328. Date of Electronic Publication: 2026 Mar 04. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 0410462 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-4687 (Electronic) Linking ISSN: 00280836 NLM ISO Abbreviation: Nature Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41781626 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Merlin: a computed tomography vision-language foundation model and dataset. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Blankemeier+L%22">Blankemeier L</searchLink>; Department of Electrical Engineering, Stanford University, Stanford, CA, USA.; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Kumar+A%22">Kumar A</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cohen+JP%22">Cohen JP</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Liu+L%22">Liu L</searchLink>; Computational Precision Health, University of California, Berkeley, Berkeley, CA, USA.<br /><searchLink fieldCode="AU" term="%22Van+Veen+D%22">Van Veen D</searchLink>; Department of Electrical Engineering, Stanford University, Stanford, CA, USA.; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Gardezi+SJS%22">Gardezi SJS</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Yu+H%22">Yu H</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Paschali+M%22">Paschali M</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chen+Z%22">Chen Z</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Delbrouck+JB%22">Delbrouck JB</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Reis+E%22">Reis E</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Holland+R%22">Holland R</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Truyts+C%22">Truyts C</searchLink>; Department of Radiology, Hospital Israelita Albert Einstein, San Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Bluethgen+C%22">Bluethgen C</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, University Hospital Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Wu+Y%22">Wu Y</searchLink>; Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital at Linkou, Taoyuan City, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lian+L%22">Lian L</searchLink>; Department of Electrical Engineering and Computer Science, University of California, Berkeley, Berkeley, CA, USA.<br /><searchLink fieldCode="AU" term="%22Jensen+MEK%22">Jensen MEK</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ostmeier+S%22">Ostmeier S</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Varma+M%22">Varma M</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Computer Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Valanarasu+JMJ%22">Valanarasu JMJ</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Computer Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Fang+Z%22">Fang Z</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Huo+Z%22">Huo Z</searchLink>; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Nabulsi+Z%22">Nabulsi Z</searchLink>; Google, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ardila+D%22">Ardila D</searchLink>; Google, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Weng+WH%22">Weng WH</searchLink>; Google, Mountain View, CA, USA.<br /><searchLink fieldCode="AU" term="%22Junior+EA%22">Junior EA</searchLink>; Department of Radiology, Hospital Israelita Albert Einstein, San Paulo, Brazil.<br /><searchLink fieldCode="AU" term="%22Ahuja+N%22">Ahuja N</searchLink>; Department of Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Fries+J%22">Fries J</searchLink>; Department of Computer Science, Stanford University, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Shah+NH%22">Shah NH</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Zaharchuk+G%22">Zaharchuk G</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Willis+M%22">Willis M</searchLink>; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Yala+A%22">Yala A</searchLink>; Computational Precision Health, University of California, Berkeley, Berkeley, CA, USA.<br /><searchLink fieldCode="AU" term="%22Johnston+A%22">Johnston A</searchLink>; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Boutin+RD%22">Boutin RD</searchLink>; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Wentland+A%22">Wentland A</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Langlotz+CP%22">Langlotz CP</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Hom+J%22">Hom J</searchLink>; Department of Medicine, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Gatidis+S%22">Gatidis S</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA.; Department of Radiology, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chaudhari+AS%22">Chaudhari AS</searchLink>; Stanford Center for Artificial Intelligence in Medicine and Imaging, Stanford University, Stanford, CA, USA. akshaysc@stanford.edu.; Department of Radiology, Stanford University, Stanford, CA, USA. akshaysc@stanford.edu.; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA. akshaysc@stanford.edu.; Stanford Cardiovascular Institute, Stanford, CA, USA. akshaysc@stanford.edu.; Weill Cancer Hub West, Stanford, CA, USA. akshaysc@stanford.edu. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%220410462%22">Nature</searchLink> [Nature] 2026 Apr; Vol. 652 (8112), pp. 1318-1328. <i>Date of Electronic Publication: </i>2026 Mar 04. – 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="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>0410462 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1476-4687 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200280836%22">00280836 </searchLink><i>NLM ISO Abbreviation: </i>Nature <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41781626 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41586-026-10181-8 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1318 Titles: – TitleFull: Merlin: a computed tomography vision-language foundation model and dataset. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Blankemeier L – PersonEntity: Name: NameFull: Kumar A – PersonEntity: Name: NameFull: Cohen JP – PersonEntity: Name: NameFull: Liu J – PersonEntity: Name: NameFull: Liu L – PersonEntity: Name: NameFull: Van Veen D – PersonEntity: Name: NameFull: Gardezi SJS – PersonEntity: Name: NameFull: Yu H – PersonEntity: Name: NameFull: Paschali M – PersonEntity: Name: NameFull: Chen Z – PersonEntity: Name: NameFull: Delbrouck JB – PersonEntity: Name: NameFull: Reis E – PersonEntity: Name: NameFull: Holland R – PersonEntity: Name: NameFull: Truyts C – PersonEntity: Name: NameFull: Bluethgen C – PersonEntity: Name: NameFull: Wu Y – PersonEntity: Name: NameFull: Lian L – PersonEntity: Name: NameFull: Jensen MEK – PersonEntity: Name: NameFull: Ostmeier S – PersonEntity: Name: NameFull: Varma M – PersonEntity: Name: NameFull: Valanarasu JMJ – PersonEntity: Name: NameFull: Fang Z – PersonEntity: Name: NameFull: Huo Z – PersonEntity: Name: NameFull: Nabulsi Z – PersonEntity: Name: NameFull: Ardila D – PersonEntity: Name: NameFull: Weng WH – PersonEntity: Name: NameFull: Junior EA – PersonEntity: Name: NameFull: Ahuja N – PersonEntity: Name: NameFull: Fries J – PersonEntity: Name: NameFull: Shah NH – PersonEntity: Name: NameFull: Zaharchuk G – PersonEntity: Name: NameFull: Willis M – PersonEntity: Name: NameFull: Yala A – PersonEntity: Name: NameFull: Johnston A – PersonEntity: Name: NameFull: Boutin RD – PersonEntity: Name: NameFull: Wentland A – PersonEntity: Name: NameFull: Langlotz CP – PersonEntity: Name: NameFull: Hom J – PersonEntity: Name: NameFull: Gatidis S – PersonEntity: Name: NameFull: Chaudhari AS IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 04 Text: 2026 Apr Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1476-4687 Numbering: – Type: volume Value: 652 – Type: issue Value: 8112 Titles: – TitleFull: Nature Type: main |
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