Field-based healthcare systems research on broken clinical learning loops in rural India. Analyzes diagnostic feedback failures, limited differential diagnosis horizons, and specialist intelligence loss. Forms the conceptual foundation for SaathiMed’s validation-first clinical intelligence platform.