APS

2023 APS Annual Convention

The Power of Integration: Leveraging Multimodal Data and Methods to Increase Description, Prediction, and Understanding of Mental Health Problems

Friday, May 26, 2023 · Washington, DC

Oral · Clinical Science

This symposium brings together research that integrates multimodal data and methods, including data from self-report, smartphone sensors, ecological momentary assessment (EMA), smartwatch sensors, bluetooth, and neurocognitive tasks to better understand mental health problems including depression, anhedonia, anxiety, stress, and sleep problems.

Chairs & Discussants

  • Christina Ralph-NearmanChair
    University of Louisville
  • Cheri LevinsonDiscussant
    University of Louisville

Presentations

  1. Operationalizing Digital Phenotyping in the Measurement of Anhedonia: The UCLA Depression Grand Challenge Optima StudyZachary Cohen, Nelson Freimer, Michelle Craske
  2. Predicting Anxiety Symptom Changes with Smartphone Sensors and Personalized Deep Learning ModelsNicholas Jacobson
  3. Augmenting Self-Reports with Passive Sensor Data to Understand Changes in Mental HealthCarlotta Rieble, Ricarda Proppert, Björn Siepe
  4. A Multi-Method Perspective on Family Dynamics in the Context of Adolescent DepressionMyrthe Veenman, Eiko Fried, Elzinga Bernet