A pre-op and longitudinal risk model for cross-border surgical cases. One calibrated probability. The drivers behind it. The workup that can change the outcome — pushed straight into the clinic's decision and the patient's plan.
Risk Engine turns the patient record, the procedure plan, and the network’s outcome history into a single calibrated output — and then keeps scoring, silently, through recovery.
A per-patient timeline of every event that nudged the risk score up or down — with the source document one tap away. Surgeons get an explainable history. Underwriters get a defensible audit. Patients see the work the platform is doing on their behalf.
Change any input — procedure, age, BMI, comorbidities, functional status. The card recalculates in real time with probability, categories, Shapley-style drivers, and the recommended workup. This is the same surface that renders inside the AI Patient Brief before the case is committed.
Open the Risk Engine in a dedicated SaaS workspace — with pre-op scoring, a longitudinal monitor from day −30 through day +90, driver analysis, a workup engine, and a full audit trail. Twelve procedure families, eight comorbidities, recalibrated in real time.
The same score rides alongside the patient through pre-trip prep, surgery, and every check-in. When it moves, we tell the clinic and the patient what moved it — and what the next check is.
Risk Engine is not a standalone app. It’s a scoring layer threaded through every other JetPatient AI surface that already touches the case.
Complication profiles for a hip replacement, a gastric bypass, and a BBL aren’t interchangeable. Risk Engine ships a family of calibrated models — each trained against the outcomes of the surgeries it scores.
Structured records from Passport (FHIR-normalized US histories), partner clinic EHRs, and post-op check-ins collected through Navigator. Every outcome is anchored to a concrete event: readmission, reoperation, SSI diagnosis, imaging-confirmed VTE, or mortality.
Risk outputs are framed as decision support, never a decision. A clinician signs every case. Patients see a simplified explanation — not raw probabilities — in Navigator. Model cards, data-sheet-for-dataset, and version-pinned audit logs are part of the deployment.
No claims-to-claims inference. No inputs derived from insurance status, country of origin, or clinic pricing. Demographic features used (age, sex, BMI) are clinically justified and documented in the model card.
Partner clinics see the full decision surface. Employers see the actuarial rollup. Neither sees the other’s view — but the numbers reconcile.
Risk Engine is the scoring half of Guardian. Credentialing verifies the clinic. Outcomes track what actually happened. Risk Engine tells you what’s likely to happen next. Together they form JetPatient’s third-party quality layer — the trust substrate that cross-border cash-pay has always lacked.