3 papers
cs.CY2026
FairGlucose: A CGM Fairness Benchmark Reveals Subgroup Disparities Hidden in Population-Level Validation
Junjie Luo, Xuzhe Zhi, Rui Han +5
As CGM-based AI tools approach clinical deployment, whether their accuracy is equitable across patient demographics remains insufficiently tested. To enable this evaluation, we con…
cs.CL2025
Mapping Patient-Perceived Physician Traits from Nationwide Online Reviews with LLMs
Junjie Luo, Rui Han, Arshana Welivita +5
Understanding how patients perceive their physicians is essential to improving trust, communication, and satisfaction. Patients increasingly consult large language models (LLMs) to…
q-bio.QM2025
A Large Sensor Foundation Model Pretrained on Continuous Glucose Monitor Data for Diabetes Management
Junjie Luo, Abhimanyu Kumbara, Mansur Shomali +4
Continuous glucose monitoring (CGM) combined with AI offers new opportunities for proactive diabetes management through real-time glucose forecasting. However, most existing models…