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. |
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| 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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