Platform Governance Model

Governance Areas

Data quality review
Labeling governance
Versioning
Auditability
Access control
Doctor / clinician final approval
Recommendation transparency
Dataset-readiness governance
Model-readiness governance
Domain expansion governance
Language expansion governance
Partner data governance

Because AblePro may handle children, developmental observations, speech samples, parent inputs, and media references, the platform must include:

parent/guardian authorization;
consent and permission tracking;
media capture permission;
purpose limitation;
role-based access;
data minimization;
de-identification readiness;
audit trail;
retention policy;
clinician approval workflow;
dataset-use approval;
model-readiness governance.

Review / Trust States

Raw / unreviewed
Source-submitted
Parent-submitted
Health-worker captured
Therapist-reviewed
Doctor-reviewed
Final-approved
System-derived
AI-assisted annotation

Guardrails

Parent/helper and child-generated inputs are contextual evidence until reviewed.
ADB must preserve source and review level so outputs can distinguish raw input, contextual input, reviewed evidence, and final clinical output.
Only reviewed, permission-aligned, quality-controlled, and curated data should flow into the Model / Future IP Zone.