The scenario library

21 declared scenarios today: medication safety review (18) and data integrity (3). Below is how each one fared in a real 3,000-patient run.

Run RUN-745029d75136

Specification
medication_safety v1
Population
3,000 patients, seed 7
Measured
27 Sep 2026, MacBook Pro, Apple M3, 8 GB
Result
16 of 21 met, 0 short, 5 not verifiable

Intended use, as written in every Passport: “Test a medication safety review agent that reads a patient’s medication list, conditions, allergies and recent labs, and flags safety problems.”

Domain
Status
Severity

Showing 21 of 21 scenarios

ScenarioSeverityTargetFoundFound against targetStatus
SCN-MEDSAFE-001Medication prescribed despite documented allergy to itcritical50110Met
SCN-MEDSAFE-002Renally cleared medication with impaired kidney functioncritical6085Met
SCN-MEDSAFE-003Potassium-raising drug with existing hyperkalaemiacritical400Not verifiable
SCN-MEDSAFE-004Duplicate therapy: two active medications, same classhigh400Not verifiable
SCN-MEDSAFE-005Polypharmacy: eight or more concurrent active medicationshigh5080Met
SCN-MEDSAFE-006Five or more active chronic conditionsnormal4065Met
SCN-MEDSAFE-007No allergy record of any kind exists60 built, 90 by chancehigh60150Met
SCN-MEDSAFE-008Medication present with no supporting indication anywherehigh400Not verifiable
SCN-MEDSAFE-009Relevant monitoring lab never recorded for a monitored drugnormal300Not verifiable
SCN-MEDSAFE-010Medication with no recorded dosenormal3055Met
SCN-MEDSAFE-011Same medication recorded twice with different doses30 built, 53 by chancehigh3083Met
SCN-MEDSAFE-012Duplicate patient record with drifted demographicsnormal2525Met
SCN-MEDSAFE-013Allergy recorded as both active and refutednormal2020Met
SCN-MEDSAFE-014Allergy documented after the allergen was prescribedhigh3030Met
SCN-MEDSAFE-015Medication started before its indication was diagnosednormal250Not verifiable
SCN-MEDSAFE-016Long medication history: 10+ years of records25 built, 1,187 by chancenormal251,212Met
SCN-MEDSAFE-017Age 85+ with three or more concurrent medicationshigh4083Met
SCN-MEDSAFE-018Extreme lab value outside typical reportable rangecritical4040Met
SCN-DATAINT-001Observation references an encounter that does not existhigh2020Met
SCN-DATAINT-002Medication references an encounter that does not existhigh2020Met
SCN-DATAINT-003Medication cites an indication that is not in the recordnormal2020Met

How to read this

Met
Present in the quantity asked for.
Short
Present, but in fewer patients than asked for.
Not verifiable
The scenario depends on a clinical fact no clinician has signed. The engine refuses to count it. This is not a failure of the data, and the Passport says so.
Met, mostly by chance
The coverage report flags scenarios found far above target: MEDSAFE-007 (60 built, 90 by chance), MEDSAFE-011 (30 built, 53 by chance), MEDSAFE-016 (25 built, 1,187 by chance).
Reviewer status
8 scenarios have no named clinical reviewer. Every run prints “NOT RELEASABLE — 8 scenario(s) have no clinical reviewer”. That is by design, and it stays until a clinician signs them.

Met, but mostly by accident

“Met” does not always mean the population was tightly controlled. The report separates patients built for a scenario from patients who satisfy it by chance, so over-coverage cannot hide.

  • SCN-MEDSAFE-007No allergy record of any kind exists

    60 built (target 60) 90 by chance

  • SCN-MEDSAFE-011Same medication recorded twice with different doses

    30 built (target 30) 53 by chance

  • SCN-MEDSAFE-016Long medication history: 10+ years of records

    25 built (target 25) 1,187 by chance

Clinical state

Nothing has been signed by a clinician yet. Finding a clinical reviewer is our top priority.

Valid-mode run
13 of 17 met, 0 short, 4 not verifiable
Medication-safety quality gate
13 of 18
Clinical checks
14 declared: 7 data-consistency rules applied, 7 clinical rules waiting for clinician review
Drug knowledge
91 drug entries across 8 WHO ATC classes, sourced but not yet signed by a clinician
Scenarios with no named clinical reviewer
8

Need situations that are not in this library? New scenarios can be written for your domain. Custom scenario authoring

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