dailyai.report

The SymptomWise framework isolates language models to symptom extraction, replacing generative diagnosis with a deterministic reasoning layer. It maps free-text inputs to validated medical representations and evaluates them against a finite hypothesis space. This architecture eliminates hallucinations in diagnostic outputs. Practitioners gain a traceable, verifiable pipeline for safety-critical healthcare applications.