Prediction of clinical deterioration within one year in chronic obstructive pulmonary disease using the systemic coagulation-inflammation index: a retrospective study employing multiple machine learning method - Hou, Ling; Min, Ming; Hou, Rui; Tan, Wei; Zhang, Minghua; Liu, Qianfei (PeerJ (San Francisco, CA), 2025)
Keywords: Aged; Blood clotting; Blood Coagulation; C-reactive protein; Cardiac arrhythmia; Cardiovascular disease; Cell number; Chronic illnesses; Chronic obstructive pulmonary disease; Clinical deterioration; Coagulation; Comorbidity; Coronary vessels; Development and progression; Diabetes; Disease Progression; Erythrocytes; Female; Health aspects; Hematology; Hemoglobin; Hospitalization; Hospitals; Humans; Hypertension; Inflammation; Inflammation - blood; Learning algorithms; Lung diseases; Lung diseases, Obstructive; Lymphocytes; Machine Learning; Male; Medical research; Medicine, Experimental; Methods; Middle Aged; Mortality; Patients; Physiological aspects; Predictor; Procalcitonin; Prognosis; Pulmonary Disease, Chronic Obstructive - blood; Pulmonary Disease, Chronic Obstructive - diagnosis; Pulmonary Disease, Chronic Obstructive - physiopathology; Python; Regression analysis; Respiratory failure; Retrospective Studies; Statistical analysis; Support vector machines; Systemic coagulation-inflammation index; Variables; Vein & artery diseases; China; Chronic obstructive pulmonary disease; Predictor; Clinical deterioration; Machine learning; Systemic coagulation-inflammation index