Risk Engine
Every patient gets a 0–100 score built from explainable feature contributions: demographics, symptoms, comorbidities, imaging, procedures, pathology, treatment, response, and follow-up. Configure thresholds per use case to route patients into clinic, imaging, research, urgent review, or tumor board workflows.
Total scored: 0 patients.
Use-case thresholds
Clinic referral
Surface to clinic for new-patient triage
0patients
Imaging escalation
Order pancreas-protocol CT/MRI for further workup
0patients
Research inclusion
Eligible for research cohorts
0patients
Urgent review
Same-week physician review
0patients
Tumor board
Auto-routed to multidisciplinary review
0patients
Score distribution
Patient counts by 10-point risk-score bucket. Tier zones are color-shaded (light → strong) and dashed lines mark each configured threshold — drag the sliders to move them.
Top-risk patients
Sampled top-25 across groups. Click into any patient for full attribution. Hover any group chip to see its definition.
| Patient | Score | Group | Top driver |
|---|
PANDA risk-group key
Scoring engine is deterministic and decomposable. Weights are inline insrc/lib/data/risk-engine-queries.tsand intended to be calibrated against Research Hub outcomes — that feedback loop is the next major build. Per spec module 5 §"Continuous score recalibration using downstream outcomes".