Manuscript

MIND: Empowering Mental Health Clinicians with Multimodal Data Insights through a Narrative Dashboard

2026. arXiv preprint arXiv:2601.14641.

Ruishi Zou, Shiyu Xu, Margaret E. Morris, Jihan Ryu, Timothy D. Becker, Nicholas Allen, Anne Marie Albano, Randy Auerbach, Dan Adler, Varun Mishra, Lace Padilla, Dakuo Wang, Ryan Sultan, Xuhai "Orson" Xu

Harnessing LLMs for Automated Video Content Analysis: An Exploratory Workflow of Short Videos on Depression

2024.

Jiaying Lizzy Liu, Yunlong Wang, Yao Lyu, Yiheng Su, Shuo Niu, Xuhai "Orson" Xu, Yan Zhang

Can AI Relate: Testing Large Language Model Response for Mental Health Support

2024. arXiv.

Saadia Gabriel, Isha Puri, Xuhai "Orson" Xu, Matteo Malgaroli, Marzyeh Ghassemi

Adaptive Collaboration Strategy for LLMs in Medical Decision Making

2024. arXiv.

Yubin Kim, Chanwoo Park, Hyewon Jeong, Yik Siu Chan, Xuhai "Orson" Xu, Daniel McDuff, Cynthia Breazeal, Hae Won Park