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| title: Triagegeist | |
| emoji: 🏥 | |
| colorFrom: red | |
| colorTo: blue | |
| sdk: docker | |
| app_port: 8501 | |
| tags: | |
| - streamlit | |
| - healthcare | |
| - clinical-ml | |
| pinned: false | |
| short_description: Clinically-safe ESI triage with conformal uncertainty | |
| license: apache-2.0 | |
| # Triagegeist — ED Triage Assistant | |
| Interactive demo for a 4-model Emergency Severity Index (ESI 1–5) ensemble built around one | |
| principle: a triage assistant must expose its uncertainty and its reasoning, not just a point | |
| estimate. | |
| Enter pre-triage vitals and a chief complaint to get: | |
| - an ESI point estimate with a colour-coded acuity badge | |
| - a **split conformal prediction set** (90% marginal coverage) | |
| - an **Undertriage Risk Score**, with automatic escalation flagging | |
| - a **feature impact panel** explaining which clinical signals drove the prediction | |
| - live NEWS2 / qSOFA / shock-index scores with breach alerts | |
| This demo mirrors the trained pipeline's scoring logic (NEWS2 + qSOFA + shock index + | |
| Bio_ClinicalBERT-style keyword matching) so it runs without GPU weights. Full training pipeline, | |
| fairness/calibration audit, and results: [uzbtrust/triagegeist on GitHub](https://github.com/uzbtrust/triagegeist). | |
| Decision support only — not a substitute for clinical judgment, and not validated for autonomous | |
| triage. | |