EHR Risk Workbench hub · UI route /predict
Predict
Schema-driven feature form from the loaded artifact — window-grouped inputs, risk charts, and optional SHAP drivers.
Important
- Inputs are model features (e.g.
w7d_glucose), not raw EHR column names - Missing schema → Train CTA (no silent zero-fill in worklist predict)
- Scores are research outputs — not clinical recommendations
Features
- Window-grouped form (
w7d_/w30d_/w180d_/ other) - Filter features by name; Fill medians from schema stats
- Include explanation (SHAP) toggle
- Keep values as next prediction input
- Charts: risk gauge, SHAP drivers, vs-median comparison
- Export session JSON — features + prediction for lab notebooks (research only)
- Raw explanation JSON expandable