dailyai.report

SymptomWise maps free‑text to validated symptom representations, then evaluates them over a finite hypothesis space to rank diagnoses. The framework isolates language understanding from deterministic reasoning, limiting large‑language‑model use to symptom extraction. By constraining inference, it reduces hallucinations and improves interpretability for safety‑critical medical decisions. Practitioners can adopt the system to enhance diagnostic reliability.