A confident model response lacks patient examination and clinical responsibility. An information-organising exercise is not diagnosis.
The decision to examine
Start with general educational material reviewed by a qualified professional, without patient records. Exclude automated treatment decisions and define referral and stopping conditions.
Worked example
A hypothetical template organises questions for a clinician rather than suggesting medication. The exercise uses a question goal, not personal test results or records.
From idea to practice
- Describe the problem as a need, not a product name.
- Specify evidence needed before a decision and who reviews it.
- Test a non-personal example and log failures as well as successes.
- State whether to continue, improve or stop and why.
Your exercise
Separate general education, administration and clinical decisions. Explain why the last category is excluded from unsupervised trials.
Review rubric
A useful answer identifies a context, checkable evidence, a boundary and an owner for the next step. If it fits any organisation unchanged, add a detail specific to the case. This is a learning rubric, not automatic marking or official assessment.
Further reading: AI Risk Management Framework — NIST · 2023; page reviewed 2026 · Checked: 8 October 2026
Your next step
Open the readiness notebook · Explore policy sources
Institutional DJAIRI material prepared with AI assistance. Learning examples are hypothetical; analysis and recommendations are Mustanef’s. Citing a source does not imply partnership or endorsement.