APS

2025 APS Annual Convention

Leveraging Artificial Intelligence and Multimodal Assessment to Advance Affect Detection and Treatment Personalization

Sunday, May 25, 2025 · Washington, DC

Symposium · Sunday, May 25, 2025 · 9:00 AM – 10:20 AM ET

Subject Area: Methodology

This symposium examines the application of artificial intelligence tools that analyze multimodal data (video, audio, text) to track fluctuations in mental states. Presentations will showcase how integrating these complementary data streams provides valuable insights to inform therapist decision-making and personalize digital interventions.

Chairs & Discussants

Presentations

  1. Artificial Intelligence and Machine Learning Feeding a Transtheoretical Treatment and Training Model (4TM)Brian Schwartz, Antonia Vehlen, Steffen Eberhardt, Tobias Hallmen, Dominik Schiller, Tobias Baur, Elisabeth André, Wolfgang Lutz
  2. Does Video-Based Ecological Momentary Assessment Contain Signals That Might Guide Intervention Delivery?Simon Goldberg, Nelson Hildago, Robert Lewis, Yogesh Prabhu, Naihao Xu, Nicole Hendry, Matthew Kaharudin, Wendy Lau, et al.
  3. Can Natural Language Processing Improve Emotion Tracking in Daily Life?Hadar Fisher, Nigel Jaffe, Kristina Pidvirny, Anna Tierney, Christian Webb