Chapter 01 · Overview

Overview as a reviewable surface.

The overview separates healthcare AI vocabulary from implementation claims so readers can ask sharper questions before a model touches care, research, quality, or operational records.

Focus: concept · data · model · evidenceRisk: confusing capability with readinessBridge: language · controls · records
Foundations traceConceptDataModelEvidenceHumanReviewAIsystemsource to workflow to evidence to review
/ 01

Overview chapter.

Foundations

The overview separates healthcare AI vocabulary from implementation claims so readers can ask sharper questions before a model touches care, research, quality, or operational records.

/ A

What this page maps.

operating content
Core vocabulary

Core vocabulary

Defines model, dataset, feature, label, output, intended use, human review, validation, drift, and monitoring in operational language.

Readiness boundary

Readiness boundary

Distinguishes experimental exploration from controlled use in clinical, research, quality, or business workflows.

iFeed posture

iFeed posture

Treats AI as an evidence system, not as a novelty layer or a replacement for accountable judgment.

/ B

Governance questions.

review logic
Question

What decision or record does this overview surface influence, and who owns that decision?

Question

Which evidence is needed before routine use in Foundations, and where is it retained?

Question

What signal triggers review, restriction, escalation, or retirement?

/ evidence

Evidence-ready minimum record.

iFeed use
Minimum record
OwnerNamed operational, clinical, technical, and governance owners.
UseClear intended use, user group, workflow point, and excluded use.
RiskRisk tier, rationale, residual risks, controls, and escalation route.
EvidenceSource claims, validation basis, limitations, approval decision, and review date.
/ sources

Source anchors and claim boundary.

official first

These anchors support the source layer for this page. iFeed interpretation remains separate from source facts and does not replace legal, regulatory, clinical, or product-specific advice.