Clinical-Grade Dataset Certification
Certification is not a badge. It’s a documented release decision backed by expert validation evidence, measurable reliability scores, and traceability mapping.
Artifacts designed for procurement, clinical governance, and audit readiness — built for real deployment scrutiny.
Certificate (versioned)
Clear scope, intended use, cohort coverage, and release decision.
Traceability map
Source → transformation → label → reviewer → version → release.
Reliability report
Scores, thresholds, and subgroup robustness assessment.
Monitoring baselines
PSI triggers and documented remediation playbooks.
Pass
Meets thresholds; monitoring baselines established.
Conditional
Deploy with guardrails; targeted remediation required.
Remediate
High-risk gaps; fix before deployment.
Start with a reliability audit
If you’re not sure you’re ready for certification, begin with an audit — scorecard, traceability gaps, and a remediation plan.