AINeutralarXiv – CS AI · Apr 106/10
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SymptomWise: A Deterministic Reasoning Layer for Reliable and Efficient AI Systems
SymptomWise introduces a deterministic reasoning framework that separates language understanding from diagnostic inference in AI-driven medical systems, combining expert-curated knowledge with constrained LLM use to improve reliability and reduce hallucinations. The system achieved 88% accuracy in placing correct diagnoses in top-five differentials on challenging pediatric neurology cases, demonstrating how structured approaches can enhance AI safety in critical domains.