Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text DataXuhai "Orson" Xu, Bingsheng Yao, Yuanzhe Dong, Saadia Gabriel, Hong Yu, James Hendler, Marzyeh Ghassemi, Anind K Dey, Dakuo Wang2024.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Evaluating the Privacy Valuation of Personal Data on SmartphonesLihua Fan, Shuning Zhang, Yan Kong, Xin Yi, Yang Wang, Xuhai "Orson" Xu, Chun Yu, Hewu Li, Yuanchun Shi2024.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Talk2Care: An LLM-based Voice Assistant for Communication between Healthcare Providers and Older AdultsZiqi Yang, Xuhai "Orson" Xu, Bingsheng Yao, Ethan Rogers, Shao Zhang, Stephen Intille, Nawar Shara, Guodong Gordon Gao, Dakuo Wang2024.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Rethinking Human-AI Collaboration in Complex Medical Decision Making: A Case Study in Sepsis DiagnosisShao Zhang, Jianing Yu, Xuhai "Orson" Xu, Changchang Yin, Yuxuan Lu, Bingsheng Yao, Melanie Tory, Lace M Padilla, Jeffrey Caterino, Ping Zhang, Dakuo Wang2024.
Proceedings of the CHI Conference on Human Factors in Computing Systems.
MindShift: Leveraging Large Language Models for Mental-States-Based Problematic Smartphone Use InterventionRuolan Wu, Chun Yu, Xiaole Pan, Yujia Liu, Ningning Zhang, Yue Fu, Yuhan Wang, Zhi Zheng, Li Chen, Qiaolei Jiang, Xuhai "Orson" Xu, Yuanchun Shi2024.
Proceedings of the CHI Conference on Human Factors in Computing Systems.
G-VOILA: Gaze-Facilitated Information Querying in Daily ScenariosZeyu Wang, Yuanchun Shi, Yuntao Wang, Yuchen Yao, Kun Yan, Yuhan Wang, Lei Ji, Xuhai "Orson" Xu, Chun Yu2024.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
From Classification to Clinical Insights: Towards Analyzing and Reasoning About Mobile and Behavioral Health Data With Large Language ModelsZachary Englhardt, Chengqian Ma, Margaret E Morris, Chun-Cheng Chang, Xuhai "Orson" Xu, Lianhui Qin, Daniel McDuff, Xin Liu, Shwetak Patel, Vikram Iyer2024.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Contextual AI Journaling: Integrating LLM and Time Series Behavioral Sensing Technology to Promote Self-Reflection and Well-being using the MindScape AppSubigya Nepal, Arvind Pillai, William Campbell, Talie Massachi, Eunsol Soul Choi, Xuhai "Orson" Xu, Joanna Kuc, Jeremy F Huckins, Jason Holden, Colin Depp, Nicholas Jacobson, Mary P Czerwinski, Eric Granholm, Andrew Campbell2024.
Extended Abstracts of the CHI Conference on Human Factors in Computing Systems.
XAIR: A Framework of Explainable AI in Augmented RealityXuhai "Orson" Xu, Anna Yu, Tanya R Jonker, Kashyap Todi, Feiyu Lu, Xun Qian, Joao Marcelo Evangelista Belo, Tianyi Wang, Michelle Li, Aran Mun, Te-Yen Wu, Junxiao Shen, Ting Zhang, Narine Kokhlikyan, Fulton Wang, Paul Sorenson, Sophie Kim, Hrvoje Benko2023.
Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems.
Nightly sleep duration predicts grade point average in the first year of collegeJ David Creswell, Michael J Tumminia, Stephen Price, Yasaman Sefidgar, Sheldon Cohen, Yiyi Ren, Jennifer Brown, Anind K Dey, Janine M Dutcher, Daniella K Villalba, Jennifer Mankoff, Xuhai "Orson" Xu, Kasey Creswell, Afsaneh Doryab, Stephen Mattingly, Aaron Striegel, David Hachen, Gonzalo Martinez, Marsha C Lovett2023.
Proceedings of the National Academy of Sciences.
GLOBEM: Cross-Dataset Generalization of Longitudinal Human Behavior ModelingXuhai "Orson" Xu, Xin Liu, Han Zhang, Weichen Wang, Subigya Nepal, Yasaman Sefidgar, Woosuk Seo, Kevin S Kuehn, Jeremy F Huckins, Margaret E Morris, Paula S Nurius, Eve a Riskin, Shwetak Patel, Tim Althoff, Andrew Campbell, Anind K Dey, Jennifer Mankoff2023.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Impact of Online Learning in the Context of COVID-19 on Undergraduates with Disabilities and Mental Health ConcernsHan Zhang, Margaret E Morris, Paula S Nurius, Kelly Avery Mack, Jennifer Brown, Kevin S Kuehn, Yasaman Sefidgar, Xuhai "Orson" Xu, Eve a Riskin, Anind K Dey, Jennifer Mankoff2022.
ACM Transactions on Accessible Computing.
Detecting Physiological Responses Using Multimodal Earbud SensorsMd Mahbubur Rahman, Xuhai "Orson" Xu, Viswam Nathan, Tousif Ahmed, Mohsin Yusuf Ahmed, Dan McCaffrey, Jilong Kuang, Trevor Cowell, Julia Moore, Wendy Berry Mendes, Jun Alex Gao2022.
2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC).
Enabling Hand Gesture Customization on Wrist-Worn DevicesXuhai "Orson" Xu, Jun Gong, Carolina Brum, Lilian Liang, Bongsoo Suh, Shivam Kumar Gupta, Yash Agarwal, Laurence Lindsey, Runchang Kang, Behrooz Shahsavari, Tu Nguyen, Heriberto Nieto, Scott E Hudson, Charlie Maalouf, Jax Seyed Mousavi, Gierad Laput2022.
Proceedings of the ACM Conference on Human Factors in Computing Systems.
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling GeneralizationXuhai "Orson" Xu, Han Zhang, Yasaman Sefidgar, Yiyi Ren, Xin Liu, Woosuk Seo, Jennifer Brown, Kevin S Kuehn, Mike Merrill, Paula S Nurius, Shwetak Patel, Tim Althoff, Margaret E Morris, Eve a Riskin, Jennifer Mankoff, Anind K Dey2022.
Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track.
College from home during COVID-19: A mixed-methods study of heterogeneous experiencesMargaret E Morris, Kevin S Kuehn, Jennifer Brown, Paula S Nurius, Han Zhang, Yasaman Sefidgar, Xuhai "Orson" Xu, Eve a Riskin, Anind K Dey, Sunny Consolvo, Jennifer Mankoff2021.
PLOS ONE.
Listen2Cough: Leveraging End-to-End Deep Learning Cough Detection Model to Enhance Lung Health Assessment Using Passively Sensed AudioXuhai "Orson" Xu, Ebrahim Nemati, Korosh Vatanparvar, Viswam Nathan, Tousif Ahmed, Md Mahbubur Rahman, Daniel McCaffrey, Jilong Kuang, Jun Alex Gao2021.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Leveraging Collaborative-Filtering for Personalized Behavior Modeling: A Case Study of Depression Detection among College StudentsXuhai "Orson" Xu, Prerna Chikersal, Janine M Dutcher, Yasaman Sefidgar, Woosuk Seo, Michael J Tumminia, Daniella K Villalba, Sheldon Cohen, Kasey Creswell, J David Creswell, Afsaneh Doryab, Paula S Nurius, Eve a Riskin, Anind K Dey, Jennifer Mankoff2021.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.
Leveraging Routine Behavior and Contextually-Filtered Features for Depression Detection among College StudentsXuhai "Orson" Xu, Prerna Chikersal, Afsaneh Doryab, Daniella K Villalba, Janine M Dutcher, Michael J Tumminia, Tim Althoff, Sheldon Cohen, Kasey Creswell, J David Creswell, Jennifer Mankoff, Anind K Dey2019.
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.