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A Pretraining Approach for Small-sample Training Employing Radiographs (PASTER): a Multimodal Transformer Trained by Chest Radiography and Free-text Reports.

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Title: A Pretraining Approach for Small-sample Training Employing Radiographs (PASTER): a Multimodal Transformer Trained by Chest Radiography and Free-text Reports.
Authors: Chen KC; Graduate Institute of Life Sciences, College of Biomedical Sciences, National Defense Medical University, Taipei, Taiwan, R.O.C., Kuo M; School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA, USA., Lee CH; School of Public Health, College of Public Health, National Defense Medical University, Taipei, Taiwan, R.O.C., Liao HC; Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Tsai DJ; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, R.O.C.; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C., Lin SA; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C., Hsiang CW; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Chang CK; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Ko KH; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Hsu YC; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Chang WC; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Huang GS; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Fang WH; Department of Family and Community Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Lin CS; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, R.O.C.; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Lin SH; Division of Nephrology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Chen YH; Department of Neurological Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Hung YJ; Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Tsai CS; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C., Lin C; Graduate Institute of Life Sciences, College of Biomedical Sciences, National Defense Medical University, Taipei, Taiwan, R.O.C.. xup6fup@mail.ndmctsgh.edu.tw.; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, R.O.C.. xup6fup@mail.ndmctsgh.edu.tw.; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C.. xup6fup@mail.ndmctsgh.edu.tw.
Source: Journal of medical systems [J Med Syst] 2025 Sep 30; Vol. 49 (1), pp. 120. Date of Electronic Publication: 2025 Sep 30.
Publication Type: Journal Article
Journal Info: Publisher: Kluwer Academic/Plenum Publishers Country of Publication: United States NLM ID: 7806056 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-689X (Electronic) Linking ISSN: 01485598 NLM ISO Abbreviation: J Med Syst Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A Pretraining Approach for Small-sample Training Employing Radiographs (PASTER): a Multimodal Transformer Trained by Chest Radiography and Free-text Reports.
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  Data: <searchLink fieldCode="AU" term="%22Chen+KC%22">Chen KC</searchLink>; Graduate Institute of Life Sciences, College of Biomedical Sciences, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Kuo+M%22">Kuo M</searchLink>; School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA, USA.<br /><searchLink fieldCode="AU" term="%22Lee+CH%22">Lee CH</searchLink>; School of Public Health, College of Public Health, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Liao+HC%22">Liao HC</searchLink>; Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Tsai+DJ%22">Tsai DJ</searchLink>; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, R.O.C.; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Lin+SA%22">Lin SA</searchLink>; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Hsiang+CW%22">Hsiang CW</searchLink>; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Chang+CK%22">Chang CK</searchLink>; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Ko+KH%22">Ko KH</searchLink>; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Hsu+YC%22">Hsu YC</searchLink>; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Chang+WC%22">Chang WC</searchLink>; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Huang+GS%22">Huang GS</searchLink>; Department of Radiology, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Fang+WH%22">Fang WH</searchLink>; Department of Family and Community Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Lin+CS%22">Lin CS</searchLink>; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, R.O.C.; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Lin+SH%22">Lin SH</searchLink>; Division of Nephrology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Chen+YH%22">Chen YH</searchLink>; Department of Neurological Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Hung+YJ%22">Hung YJ</searchLink>; Division of Endocrinology and Metabolism, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Tsai+CS%22">Tsai CS</searchLink>; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, R.O.C.<br /><searchLink fieldCode="AU" term="%22Lin+C%22">Lin C</searchLink>; Graduate Institute of Life Sciences, College of Biomedical Sciences, National Defense Medical University, Taipei, Taiwan, R.O.C.. xup6fup@mail.ndmctsgh.edu.tw.; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, R.O.C.. xup6fup@mail.ndmctsgh.edu.tw.; Tri-Service General Hospital, Military Digital Medical Center, National Defense Medical University, Taipei, Taiwan, R.O.C.. xup6fup@mail.ndmctsgh.edu.tw.
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  Data: <searchLink fieldCode="JN" term="%227806056%22">Journal of medical systems</searchLink> [J Med Syst] 2025 Sep 30; Vol. 49 (1), pp. 120. <i>Date of Electronic Publication: </i>2025 Sep 30.
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        Value: 10.1007/s10916-025-02263-3
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