Identification of Patients in Need of Advanced Care for Depression Using Data Extracted From a Statewide Health Information Exchange: A Machine Learning Approach

Suranga N Kasthurirathne   ^{1, 2} , PhD ;   Paul G Biondich   ^{1, 3} , MD, MS ;   Shaun J Grannis   ^{1, 3} , MD, MS ;   Saptarshi Purkayastha   ⁴ , PhD ;   Joshua R Vest   ^{1, 2} , PhD, MPH ;   Josette F Jones   ⁴ , PhD

¹ Center for Biomedical Informatics, Regenstrief Institute, Indianapolis, IN, United States

² Richard M Fairbanks School of Public Health, Indiana University, Indianapolis, IN, United States

³ School of Medicine, Indiana University, Indianapolis, IN, United States

⁴ Indiana University School of Informatics and Computing, Indianapolis, IN, United States