Detection of Pneumothorax with Deep Learning Models: Learning From Radiologist Labels vs Natural Language Processing Model Generated Labels

Autor: Hallinan, James Thomas Patrick Decourcy, Feng, Mengling, Ng, Dianwen, Sia, Soon Yiew, Tiong, Vincent Tze Yang, Jagmohan, Pooja, Makmur, Andrew, Thian, Yee Liang

Publikováno v: In Academic Radiology September 2022 29(9):1350-1358

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Deep Learning Systems for Pneumothorax Detection on Chest Radiographs: A Multicenter External Validation Study.

Autor: Thian YL; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Ng D; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Hallinan JTPD; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Jagmohan P; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Sia SY; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Tan CH; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Ting YH; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Kei PL; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Pulickal GG; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Tiong VTY; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Quek ST; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.)., Feng M; Department of Diagnostic Imaging, National University Hospital, 5 Lower Kent Ridge Rd, Singapore 119074 (Y.L.T., D.N., J.T.P.D.H., P.J., S.Y.S., V.T.Y.T., S.T.Q.); Saw Swee Hock School of Public Health, School of Computer Science, and Yong Loo Lin School of Medicine, National University of Singapore, Singapore (D.N., M.F.); Department of Diagnostic Radiology, Alexandra Hospital, Singapore (J.T.P.D.H.); Department of Diagnostic Radiology, Tan Tock Seng Hospital, Singapore (C.H.T., Y.H.T.); Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore (C.H.T.); Department of Diagnostic Radiology, Ng Teng Fong General Hospital, Singapore (P.L.K.); and Department of Diagnostic Radiology, Khoo Teck Puat Hospital, Singapore (G.G.P.).

Publikováno v: Radiology. Artificial intelligence [Radiol Artif Intell] 2021 Apr 14; Vol. 3 (4), pp. e200190. Date of Electronic Publication: 2021 Apr 14 (Print Publication: 2021).