Insomnia icd 108/6/2023 ![]() ![]() The average specificity and sensitivity of these four models were 0.83–0.91 and 0.30–0.48, respectively. ![]() Results: In the study’s database sample, 1.3% of patients were diagnosed with PSD. We ranked the important clinical features in these models. The predicted targets were whether PSD occurred at 30, 90, 180, and 365 days post-stroke. We developed models from 61,460 patients and used 15,366 independent patients to test the models’ performance by evaluating their specificities and sensitivities. Methods: We collected data for ischemic stroke patients from multiple medical institutions in Taiwan between 20. This research aims to develop machine learning models to predict new-onset PSD using real-world data. Early detection is important for clinical practice. Introduction: Post-stroke depression (PSD) is a serious mental disorder after ischemic stroke. 11Department of Computer Science and Information Engineering, National Cheng Kung University, Tainan City, Taiwan.10Department of Public Health, College of Medicine, National Cheng Kung University, Tainan City, Taiwan.9Department of Otolaryngology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan.8Department of Child and Adolescent Psychiatry, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan.7College of Humanities and Social Sciences, National Pingtung University of Science and Technology, Pingtung, Taiwan.6School of Medicine, College of Medicine, National Sun Yat-sen University, Kaohsiung, Taiwan.5Department of Hospital and Health Care Administration, College of Recreation and Health Management, Chia Nan University of Pharmacy and Science, Tainan City, Taiwan.4Department of Anesthesiology, Chi Mei Medical Center, Tainan City, Taiwan.3Department of Diagnostic Radiology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan.2Department of Physical Medicine and Rehabilitation, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan.1Department of Psychiatry, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan.Yu-Ming Chen 1†, Po-Cheng Chen 2†, Wei-Che Lin 3, Kuo-Chuan Hung 4,5, Yang-Chieh Brian Chen 1, Chi-Fa Hung 1,6,7, Liang-Jen Wang 8, Ching-Nung Wu 9,10, Chih-Wei Hsu 1,11* and Hung-Yu Kao 11 ![]()
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