CareQA: Multi-Agent Sensemaking for Caregivers in Autism Care
CareQA is a multi-agent LLM system that answers caregivers' natural-language questions about their autistic child's sleep, activity, and physiological signals using passively sensed data from the Simons Sleep Project, including wristband physiology, EEG-based sleep staging, an under-mattress sleep sensor, and caregiver diaries. The system plans each analysis, computes the evidence from the child's own record, and explains the findings without giving medical advice.
Current work: an interactive visualization dashboard that pairs a child's sensor data with CareQA's explanations, and a caregiver study that grounds the system's questions and answers in caregivers' needs.