Exploring the assessment of post-cardiac valve surgery pulmonary complication risks through the integration of wearable continuous physiological and clinical data - Li, Lixuan; Hu, Yuekong; Yang, Zhicheng; Luo, Zeruxin; Wang, Jiachen; Wang, Wenqing; Liu, Xiaoli; Wang, Yuqiang; Fan, Yong; Yu, Pengming; Zhang, Zhengbo (BMC medical informatics and decision making, 2025)
Keywords: Abdomen; Aged; Algorithms; Artificial intelligence; Cardiac Surgical Procedures - adverse effects; Cardiovascular diseases; Complications; Consent; Continuous physiological signals; Data analysis; Data collection; Datasets; Decision making; Economic impact; Electronic health records; Female; Health aspects; Health Informatics; Heart; Heart surgery; Heart valve surgery; Heart valves; Heart Valves - surgery; Hospital utilization; Hospitals; Humans; Impact analysis; Information processing; Information Systems and Communication Service; Length of stay; Lung Diseases - diagnosis; Lung Diseases - etiology; Machine Learning; Male; Management of Computing and Information Systems; Medical prognosis; Medical records; Medicine; Medicine & Public Health; Methods; Middle Aged; Morbidity; Mortality; Optimization; Patients; Performance evaluation; Physiology; Pneumonia; Postoperative; Postoperative Complications - diagnosis; Postoperative Complications - epidemiology; Postoperative Complications - etiology; Postoperative pulmonary complications; Preoperative assessment; Prospective Studies; Regression analysis; Regression models; Respiratory failure; Risk assessment; Risk Assessment - methods; Sleep apnea; Surgery; Vital signs; Wearable computers; Wearable devices; Wearable Electronic Devices; Wearable technology; China; Heart valve surgery; Preoperative assessment; Postoperative pulmonary complications; Continuous physiological signals; Wearable devices