AI & Computer Vision • 2024Open Source
MedAI-LLM-Chatbot
Domain-adapted conversational language model system for clinical triage assistance
Domain
Clinical NLP & Triage
Interface
Conversational REST API
License
Open Source
Problem Context & System Scope
An applied clinical NLP project focusing on structuring unstructured patient symptoms into standardized medical summaries.
Implements strict hallucination guardrails and disclaimer protocols to maintain ethical AI boundaries in healthcare contexts.
Technical Breakdown & Pipeline Engineering
Knowledge Retrieval & Prompt Framing
Grounding responses in verified medical taxonomy.
- Retrieval-augmented guidance verifying symptom combinations against reference guidelines.
- Explicit uncertainty scoring when queries fall outside verified training distribution.
Engineering Hardships & Resolution
Challenge:
Preventing overconfident or erroneous medical advice.
Engineering Solution:
Implemented hard threshold filters and mandatory clinical disclaimer banners across every generated output.
Quantitative Results & Impact
- Released as an open-source demonstration of responsible domain-adapted conversational systems.
Technologies & Frameworks
PythonHuggingFaceFastAPILangChain / RetrievalClinical NLP