Neurology Intelligence Agent¶
Part of the Precision Intelligence Network — one of 11 specialized agents sharing a common molecular foundation within the HCLS AI Factory.
RAG-powered clinical decision support for neurology, covering 10 disease domains, 14 vector collections, 10 validated clinical scales, and 8 evidence-based workflows.
Key Capabilities¶
- Acute Stroke Triage: NIHSS scoring, ASPECTS evaluation, tPA/thrombectomy eligibility (DAWN/DEFUSE-3)
- Dementia Evaluation: MoCA screening, ATN biomarker staging, anti-amyloid therapy eligibility
- Epilepsy Classification: ILAE 2017, 12 syndromes, drug-resistant epilepsy assessment, surgical candidacy
- Brain Tumor Grading: WHO 2021 molecular classification (IDH, MGMT, 1p/19q)
- MS Monitoring: EDSS scoring, NEDA-3 status, DMT escalation, JCV/PML risk
- Parkinson's Assessment: MDS-UPDRS Part III, Hoehn-Yahr staging, DBS candidacy
- Headache Classification: ICHD-3 criteria, HIT-6 scoring, CGRP therapy guidance
- Neuromuscular Evaluation: ALSFRS-R scoring, EMG/NCS pattern analysis
Architecture¶
- API: FastAPI on port 8528
- UI: Streamlit on port 8529
- Vector DB: Milvus 2.4 with 14 domain-specific collections (BGE-small 384-dim)
- LLM: Claude (Anthropic) for evidence synthesis
- Tests: 209 automated tests across 12 modules
Documentation¶
| Document | Description |
|---|---|
| Production Readiness Report | 25-section PRR with full capability, data, and test inventory |
| Project Bible | Architecture, directory structure, data models, quality gates |
| Architecture Guide | System design, scale calculator architecture, stroke pipeline, ATN staging |
| White Paper | Problem statement, RAG solution, clinical capabilities, results |
| Deployment Guide | Docker standalone, integrated, local dev, configuration |
| Demo Guide | 5 clinical scenarios: stroke, AD, epilepsy, tumor, MS |
| Learning Guide -- Foundations | Brain anatomy, stroke, dementia, seizures, MS, scales |
| Learning Guide -- Advanced | ATN, DAWN/DEFUSE-3, NEDA-3, EMG/NCS, DBS, surgery |
| Research Paper | Technical research paper |
Clinical Decision Support Disclaimer
This agent is a clinical decision support research tool. It is not FDA-cleared and is not intended as a standalone diagnostic device. All recommendations should be reviewed by qualified healthcare professionals. Apache 2.0 License.