Published on in Vol 8, No 4 (2021): April

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/24522, first published .
Using Machine Learning Imputed Outcomes to Assess Drug-Dependent Risk of Self-Harm in Patients with Bipolar Disorder: A Comparative Effectiveness Study

Using Machine Learning Imputed Outcomes to Assess Drug-Dependent Risk of Self-Harm in Patients with Bipolar Disorder: A Comparative Effectiveness Study

Using Machine Learning Imputed Outcomes to Assess Drug-Dependent Risk of Self-Harm in Patients with Bipolar Disorder: A Comparative Effectiveness Study

Anastasiya Nestsiarovich   1 , MD, PhD ;   Praveen Kumar   2 , MSc ;   Nicolas Raymond Lauve   2 , BSc ;   Nathaniel G Hurwitz   3 , MD ;   Aurélien J Mazurie   4 , PhD ;   Daniel C Cannon   5 , MS ;   Yiliang Zhu   6 , PhD ;   Stuart James Nelson   7 , MD ;   Annette S Crisanti   8 , PhD ;   Berit Kerner   9 , MD ;   Mauricio Tohen   8 , MD, DrPH, MBA ;   Douglas J Perkins   1 , PhD ;   Christophe Gerard Lambert   1, 10 , PhD

1 Center for Global Health, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM, United States

2 Department of Computer Science, The University of New Mexico, Albuquerque, NM, United States

3 New Mexico Behavioral Health Institute, Las Vegas, NM, United States

4 TwoFoldChange Consulting, Bozeman, MT, United States

5 Iterative Consulting, Albuquerque, NM, United States

6 Division of Epidemiology, Biostatistics, and Preventive Medicine, Department of Internal Medicine, The University of New Mexico Health Sciences Center, Albuquerque, NM, United States

7 Biomedical Informatics Center, George Washington University, Washington, DC, DC, United States

8 Department of Psychiatry & Behavioral Sciences, University of New Mexico Health Sciences Center, Albuquerque, NM, United States

9 Semel Institute for Neuroscience and Human Behavior, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States

10 Division of Translational Informatics, Department of Internal Medicine, University of New Mexico Health Sciences Center, Albuquerque, NM, United States

Corresponding Author:

  • Christophe Gerard Lambert, PhD
  • Center for Global Health
  • Department of Internal Medicine
  • University of New Mexico Health Sciences Center
  • 915 Camino de Salud NE
  • Albuquerque, NM
  • United States
  • Phone: 1 5052729709
  • Email: cglambert@unm.edu