The system reasons. The clinician decides.
The Advisory Principle is how we govern every AI surface in HealthOS. AI outputs are advisory, not declarative. Clinicians and institutional operators are the authority. The governance framework is architectural — not contractual.
Last reviewed:
Advisory Principle
Clinical Advisory Board review
Model versioning
Public change log
Clinician override
Audit trail
Ethics Council oversight
The Advisory Principle.
Every AI output in a care-affecting context is advisory. The clinician decides. Every override is recorded with a reason. The system does not act autonomously on clinical decisions.
Clinical Advisory Board review.
Every model with clinical effect is reviewed before production release. Reviews evaluate training data, evaluation metrics, known limitations, failure modes, and clinical applicability.
Model versioning.
Every production model carries a semver, a deployment date, a training snapshot reference, and an evaluation record. Changes are logged in the public model change log.
Dated change log.
The model change log at /trust/responsible-ai lists every production model version with deployment date, training reference, evaluation summary, and Clinical Advisory Board review.
Clinician override.
Every AI recommendation is overridable as a single explicit action. The override is recorded with reason and contributes to supervised retraining.
Audit trail.
Every inference carries a reasoning trace. Every use of an AI output is auditable by clinicians, institutional operators, regulators, and ethics councils.
Ethics Council.
Veronara's ethics council — named on /trust/ethics-council — provides institutional oversight over clinical AI decisions, model retraining cadence, and ethical edge cases.
Engage Veronara.
Executive briefings are offered to hospital networks, ministries of health, and enterprise healthcare institutions.
For hospital networks and enterprise healthcare institutions.
Acknowledged within two business days.
For ministries of health, national digital health programs, and sovereign deployments.
Acknowledged within 72 hours.