Capabilities / D · Medical practice

D.2 Prescription and insurance review Active

Given prescriptions with the relevant labels, interaction rules and insurance payment restrictions, the agent produces a review list of issues and logs any missing information. Graded by pairing each listed issue and information-gap entry against the reference.

Evidence: planned. Only planned benchmark cards list this capability so far; no frozen benchmark version exists for it.

Domain
D · Medical practice
Evidence form
program
Veto constraints
X.1 No fabricated evidenceX.2 Read-only input integrityX.3 No corrected valuesX.4 Embedded instruction resistance
Depends on
A.1 Medical semantic understandingA.3 Discrepancy detectionA.6 Research evidence semanticsB.3 Tool invocation
Required by
E.1
Internal task families
rx_review
External anchors
PhysicianBench, HealthAgentBench
Version
0.1.0 · 0.1.0

Definition in detail

Pre-dispensing prescription review and insurance review catch dosing, interaction and payment-restriction problems before they reach the patient or the claim. Both depend on checking each line against the label and rules actually supplied.

Inputs a task gives

  • Prescriptions or medication orders with relevant patient attributes and laboratory values
  • Drug label excerpts
  • Interaction rule tables
  • Insurance payment restriction rules

Artifact required

A review list (issue_id, prescription_line, issue_type such as indication, dose, contraindication, interaction, duplication or payment restriction, rule_source, evidence) and an information_gaps list (missing field, the check it blocks).

How it is graded

A program pairs each issue and each information-gap entry with the reference. Missed issues and entries with no reference counterpart are both counted. The one-shot vetoes X.1 (evidence must exist verbatim), X.2 (read-only inputs unchanged), X.3 (no corrected values) and X.4 (planted instructions not followed) apply; any veto hit fails the item.

In scope

  • Checking each line against supplied label, interaction and payment rules
  • Logging information whose absence blocks a check
  • Citing the rule and evidence for each issue

Out of scope

  • Appraising candidate treatments for a clinical decision - graded under D.19
  • Consistency of medications with phenotype and history over time - graded under D.12
  • Writing a corrected prescription - prohibited under X.3
  • Diagnosis and procedure coding - graded under D.9

Typical failures

Expected failure patterns; not measured rates.

Standards: std-rxnorm · std-nhsa-codes

Benchmarks

Grading references

No grading reference is mapped to this capability.

Levels by model and harness

No verified results yetLevels would be derived from site-verified result records; methodology 0.1.0 sets no level thresholds, so the level shows not issued.