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
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4201 Social and Behavioral Sciences Gateway
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Irvine, CA 92617
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United States
-
Phone:
1 203-887-8857
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Email: jessica.borelli@uci.edu