Digital biomarkers of mood disorders and symptom change. - Nicholas C. Jacobson; Hilary Weingarden; Sabine Wilhelm (npj Digit. Medicine, 2019)

Passive Sensing of Prediction of Moment-To-Moment Depressed Mood among Undergraduates with Clinical Levels of Depression Sample Using Smartphones. - Nicholas C. Jacobson; Yeon Joo Chung (Sensors, 2020)

Using smartphone app use and lagged-ensemble machine learning for the prediction of work fatigue and boredom. - Damien Lekkas; George D. Price; Nicholas C. Jacobson (Comput. Hum. Behav., 2022)

Investigating Generalizability of Speech-based Suicidal Ideation Detection Using Mobile Phones. - Arvind Pillai; Subigya Kumar Nepal; Weichen Wang 001; Matthew Nemesure; Michael V. Heinz; George D. Price; Damien Lekkas; Amanda C. Collins; Tess Griffin; Benjamin Buck; Sarah Masud Preum; Trevor Cohen; et al. (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2023)

MoodCapture: Depression Detection using In-the-Wild Smartphone Images. - Subigya Nepal; Arvind Pillai; Weichen Wang 001; Tess Griffin; Amanda C. Collins; Michael V. Heinz; Damien Lekkas; Shayan Mirjafari; Matthew Nemesure; George D. Price; Nicholas C. Jacobson; Andrew T. Campbell (CHI, 2024)

Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape App. - Subigya Nepal; Arvind Pillai; William Campbell; Talie Massachi; Eunsol Soul Choi; Xuhai Xu; Joanna Kuc; Jeremy F. Huckins; Jason Holden 001; Colin A. Depp; Nicholas C. Jacobson; Mary P. Czerwinski; et al. (CHI Extended Abstracts, 2024)

The trajectories of online mental health information seeking: Modeling search behavior before and after completion of self-report screens. - Damien Lekkas; Elad Yom-Tov; Michael V. Heinz; Joseph A. Gyorda; Theresa Nguyen; Paul J. Barr; Nicholas C. Jacobson (Comput. Hum. Behav., 2024)

Is Attention All You Need For Actigraphy? Foundation Models of Wearable Accelerometer Data for Mental Health Research. - Franklin Y. Ruan; Aiwei Zhang; Jenny Y. Oh; SouYoung Jin; Nicholas C. Jacobson (CoRR, 2024)

Beyond Detection: Towards Actionable Sensing Research in Clinical Mental Healthcare. - Daniel A. Adler; Yuewen Yang; Thalia Viranda; Xuhai Xu; David C. Mohr; Anna R. Van Meter; Julia C. Tartaglia; Nicholas C. Jacobson; Fei Wang 001; Deborah Estrin; Tanzeem Choudhury (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2024)

MindScape Study: Integrating LLM and Behavioral Sensing for Personalized AI-Driven Journaling Experiences. - Subigya Nepal; Arvind Pillai; William Campbell; Talie Massachi; Michael V. Heinz; Ashmita Kunwar; Eunsol Soul Choi; Xuhai Xu; Joanna Kuc; Jeremy F. Huckins; Jason Holden 001; Sarah M. Preum; et al. (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2024)

Beyond Prompting: Time2Lang - Bridging Time-Series Foundation Models and Large Language Models for Health Sensing. - Arvind Pillai; Dimitris Spathis; Subigya Nepal; Amanda C. Collins; Daniel M. Mackin; Michael V. Heinz; Tess Z. Griffin; Nicholas C. Jacobson; Andrew Campbell 001 (CHIL, 2025)