Enhanced machine learning predictive modeling for delirium in elderly ICU patients with COPD and respiratory failure: A retrospective study based on MIMIC-IV - Wu, Zong-bi; Jiang, You-li; Li, Shuai-shuai; Li, Ao (PloS one, 2025)
Keywords: Accuracy; Aged; Aged patients; Aged, 80 and over; Analysis; Artificial intelligence; Blood pressure; Care and treatment; Chronic obstructive pulmonary disease; Computer and Information Sciences; Datasets; Decision making; Decision trees; Delirium; Delirium - diagnosis; Delirium - epidemiology; Delirium - etiology; Demographic aspects; Diagnosis; Failure; Female; Hemoglobin; Hospitalization; Humans; Intensive Care Units; Intervention; Laboratories; Learning algorithms; Lung diseases; Lung diseases, Obstructive; Machine Learning; Male; Marital status; Medical care, Cost of; Medical prognosis; Medicine and Health Sciences; Mental disorders; Mortality; Nitrogen; Older people; Patients; Physical Sciences; Prediction models; Prognosis; Pulmonary Disease, Chronic Obstructive - complications; Recall; Regression analysis; Research and Analysis Methods; Respiratory failure; Respiratory Insufficiency - complications; Retrospective Studies; Risk Factors; Risk management; Variables; Ventilation; Ventilators; Vital signs; China