Published on in Vol 9 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/67964, first published .
Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study

Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study

Detection of Depressive Symptoms in College Students Using Multimodal Passive Sensing Data and Light Gradient Boosting Machine: Longitudinal Pilot Study

Jessica L Borelli   1 , PhD ;   Yuning Wang   2 , PhD ;   Frances Haofei Li   1 , MA ;   Lyric N Russo   1 , PhD ;   Marta Tironi   3 , PhD ;   Ken Yamashita   1 , BA ;   Elayne Zhou   4 , MS ;   Jocelyn Lai   1 , PhD ;   Brenda Nguyen   1 , BA ;   Iman Azimi   1 , PhD ;   Christopher Marcotullio   1 , BA ;   Sina Labbaf   1 , PhD ;   Salar Jafarlou   1 , PhD ;   Nikil Dutt   1 , PhD ;   Amir Rahmani   1 , PhD

1 Department of Psychological Science, University of California, Irvine, Irvine, CA, United States

2 Department of Computing, University of Turku, Turku, Finland

3 Department of Educational Sciences, University of Genoa, Genoa, Italy

4 Department of Psychology, University of Southern California, Los Angeles, CA, United States

Corresponding Author:

  • Jessica L Borelli, PhD
  • Department of Psychological Science
  • University of California, Irvine
  • 4201 Social and Behavioral Sciences Gateway
  • Irvine, CA 92617
  • United States
  • Phone: 1 203-887-8857
  • Email: jessica.borelli@uci.edu