Predicting Depression among Patients with Diabetes Using Longitudinal Data. A Multilevel Regression Model - Jin, H; Wu, S; Vidyanti, I; Di Capua, P; Wu, B (Methods of information in medicine, 2015)
Keywords: California - epidemiology; Causality; Computer Simulation; Decision Support Systems, Clinical - organization & administration; Depression - diagnosis; Depression - epidemiology; Diabetes Complications - diagnosis; Diabetes Complications - epidemiology; Electronic Health Records - classification; Electronic Health Records - statistics & numerical data; Humans; Longitudinal Studies; Machine Learning; Natural Language Processing; Prevalence; Prognosis; Proportional Hazards Models; Regression Analysis; Reproducibility of Results; Risk Factors; Sensitivity and Specificity; Depression; diabetes mellitus; comorbidity; multilevel regression; machine learning