Discharge instruction comprehension lab

For hospital patient-education teams, turn clinician-approved instructions and comprehension rubrics into clinician-reviewed comprehension report. Address this specific problem: approved discharge leaflets are hard to test for patient comprehension. The aim: test understanding of approved instructions before wider use. The pilot tests whether that benefit holds up against reviewer effort and real operating costs.

The buyer creates a project, supplies clinician-approved instructions and comprehension rubrics, and confirms scope and access. Users correct extracted facts, resolve flagged uncertainties and approve the final clinician-reviewed comprehension report before use. Retain source links and a version history for the next cycle.

How the AI works

Suggest clarity improvements that clinicians verify for preserved meaning. Keep model suggestions separate from verified facts. Link factual outputs to authorized input evidence and show missing information explicitly. Use deterministic checks for counts, dates, identifiers and arithmetic where applicable. A designated reviewer validates consequential outputs and signs off the delivered result.

Safeguards

Begin with administrative scope or clinician-reviewed material. Minimize sensitive patient data, restrict access and obtain required organizational review before connecting clinical systems. Content usability testing; no personalized medical advice. Require appropriate access and publication approval. Preserve source material, label AI drafts and make corrections traceable. Measure false positives and missed cases alongside speed.

What to build first

Costed pilot: Content usability testing; no personalized medical advice. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: extract action steps; flag ambiguous wording. Support the third task through an assisted review queue: draft teach-back questions. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of clinician-reviewed comprehension report. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

What it can connect to

Clinic-approved content and administrative exports. Clinical integrations require separate assessment. Learning portals, calendar scheduling and authorized session exports. Make recording, sharing and retention controls explicit in the product. Begin with uploads and exports of clinician-approved instructions and comprehension rubrics. Any named system or connector is a candidate requiring current access and compatibility checks; no live connection is included by default.

The screens in detail

Use a scenario catalog with clear goals and difficulty settings. The main session area supports text, optional voice and visible context. Follow it with a replay or decision map, annotated feedback and a next-practice plan. Facilitators can author scenarios and review participant-selected sessions. Open with leaflet intake; move into teach-back prompts for the detailed task; finish in reviewer findings for review and handoff. Show the source record, uncertainty and approval status beside each proposed output.