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From Embeddings to Accuracy: Comparing Foundation Models for Radiographic Classification.

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Title: From Embeddings to Accuracy: Comparing Foundation Models for Radiographic Classification.
Authors: Li X; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA. xue.li@wisc.edu., Merkow J; Microsoft Health and Life Sciences, Redmond, WA, USA., Codella NCF; Microsoft Health and Life Sciences, Redmond, WA, USA., Santamaria-Pang A; Microsoft Health and Life Sciences, John Hopkins Medicine, Redmond, WA, USA., Sangani N; Microsoft Health and Life Sciences, Redmond, WA, USA., Ersoy A; Microsoft Health and Life Sciences, Redmond, WA, USA., Burt C; Microsoft Health and Life Sciences, Redmond, WA, USA., Garrett JW; Department of Radiology, Department of Medical Physics, Department of Biostatistics and Medical Informatics, University of Wisconsin School of Medicine & Public Health, Madison, WI, USA., Bruce RJ; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA., Warner JD; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA., Bradshaw T; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA., Tarapov I; Microsoft Health and Life Sciences, Redmond, WA, USA., Lungren MP; Microsoft Health and Life Sciences, Redmond, WA, USA., McMillan AB; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.
Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2025 Dec 02. Date of Electronic Publication: 2025 Dec 02.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Li+X%22">Li X</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA. xue.li@wisc.edu.<br /><searchLink fieldCode="AU" term="%22Merkow+J%22">Merkow J</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Codella+NCF%22">Codella NCF</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Santamaria-Pang+A%22">Santamaria-Pang A</searchLink>; Microsoft Health and Life Sciences, John Hopkins Medicine, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Sangani+N%22">Sangani N</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Ersoy+A%22">Ersoy A</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Burt+C%22">Burt C</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Garrett+JW%22">Garrett JW</searchLink>; Department of Radiology, Department of Medical Physics, Department of Biostatistics and Medical Informatics, University of Wisconsin School of Medicine & Public Health, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Bruce+RJ%22">Bruce RJ</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Warner+JD%22">Warner JD</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Bradshaw+T%22">Bradshaw T</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.<br /><searchLink fieldCode="AU" term="%22Tarapov+I%22">Tarapov I</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22Lungren+MP%22">Lungren MP</searchLink>; Microsoft Health and Life Sciences, Redmond, WA, USA.<br /><searchLink fieldCode="AU" term="%22McMillan+AB%22">McMillan AB</searchLink>; Department of Radiology, University of Wisconsin-Madison, Madison, WI, USA.
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  Data: <searchLink fieldCode="JN" term="%229918663679206676%22">Journal of imaging informatics in medicine</searchLink> [J Imaging Inform Med] 2025 Dec 02. <i>Date of Electronic Publication: </i>2025 Dec 02.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE
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