Explores how ambient conversation analysis makes “What Matters” observable within the 4Ms Age-Friendly Health Systems framework (What Matters, Medication, Mentation, Mobility) without adding clinical documentation burden.
Read Document (4ms-age-friendly-care.md) →Frames clinical communication as an upstream safety layer. Examines how conversational signals—such as uninterrupted history-taking, open question ratio, caregiver involvement, and teach-back—reveal diagnostic risks early.
Read Document (diagnostic-safety.md) →Addresses the visibility gap in procedural safety (surgical timeouts, handoffs, verbal confirmations, and debriefs), demonstrating how ambient speech technology evaluates safety-process fidelity at scale.
Read Document (procedural-safety.md) →