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Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/90581, first published .
Predicting Momentary Suicidal Ideation From Smartphone Screenshots Using Vision-Language Models: Prospective Machine Learning Study

Predicting Momentary Suicidal Ideation From Smartphone Screenshots Using Vision-Language Models: Prospective Machine Learning Study

Predicting Momentary Suicidal Ideation From Smartphone Screenshots Using Vision-Language Models: Prospective Machine Learning Study

Ross Jacobucci   1 , PhD ;   Wenpei Shao   1 , BS ;   Veronika Kobrinsky   2 , MA ;   Brooke Ammerman   1, 2 , PhD

1 Center for Healthy Minds, University of Wisconsin–Madison, Madison, WI, United States

2 Department of Psychology, University of Wisconsin–Madison, Madison, WI, United States

Corresponding Author:

  • Ross Jacobucci, PhD
  • Center for Healthy Minds
  • University of Wisconsin–Madison
  • 625 W Washington Ave
  • Madison, WI 53703
  • United States
  • Phone: 1 (608) 263-6321
  • Email: jacobucci@wisc.edu