Machine Learning-Based Prediction of Delayed Neurological Sequelae in Carbon Monoxide Poisoning Using Automatically Extracted MR Imaging Features

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.

From the Department of Medical Science (G.L.), Department of Convergence Medicine (D.K. previously, Y.N., J.Y., N.K.), and Department of Radiology and Research Institute of Radiology (J.Y., N.K.), Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Emergency Medicine (C.S., W.K.) and Department of Neurology (S.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Mathpresso, Inc. (D.K. currently), Seoul, Republic of Korea; Healthcare Readiness Institute for Unified Korea (S.H.), Korea University Ansan Hospital, Korea University College of Medicine, Ansan, Republic of Korea.