L. Sunil Kumar

MIRA: A Multi-Stage Triage Pipeline with a Triage-Stage Red-Flag Layer, Designed for WhatsApp-Based Use in Low-Resource, Multilingual Settings — An Interim Evaluation on a 30-Case Synthetic Set

MIRA is a research prototype of a fixed six-stage sequential triage pipeline (five LLM-backed agents plus a deterministic red-flag layer at the Triage stage) for WhatsApp-style symptom messages in English and romanized Hindi/Telugu. This corrected version supersedes v1.2-interim,...

MIRA: A WhatsApp-Deployed, Rule-Overridden Multi-Agent Pipeline for Pre-Contact Clinical Triage in Low-Resource, Multilingual Settings

MIRA is a five-node pipeline (Intake → Language → Diagnostic → Triage → Referral) that accepts a WhatsApp message describing symptoms, in the patient's own language including romanized Hindi and Telugu, and returns a triage decision (Emergency / Urgent / Routine) plus a referral....