Maximizing the Value of Mobile Health Monitoring by Avoiding Redundant Patient Reports: Prediction of Depression-Related Symptoms and Adherence Problems in Automated Health Assessment Services

John D Piette   ¹ , PhD, ScM ;   Jeremy B Sussman   ¹ , MD ;   Paul N Pfeiffer   ² , MD ;   Maria J Silveira   ¹ , MD ;   Satinder Singh   ³ , PhD ;   Mariel S Lavieri   ⁴ , PhD

¹ VA Center for Clinical Management Research and Division of General Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, United States

² VA Center for Clinical Management Research and Department of Psychiatry, Ann Arbor VA Healthcare System and University of Michigan, Ann Arbor, MI, United States

³ Artificial Intelligence Laboratory, Department of Electrical Engineering and Computer Science, College of Engineering, University of Michigan, Ann Arbor, MI, United States

⁴ Deparment of Industrial and Operations Engineering, College of Engineering, University of Michigan, Ann Arbor, MI, United States