Verification register Bio, Health & Neuro
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 60
- Reported
- 52
- Verified
- 45
- Gap
- +15
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
Adopt with guardrails
- Why
- Mature, documented, MIT-licensed foundation model with strong independent benchmarks and a stable API — safe to build on for research, triage-support and similarity search provided clinical-use disclaimers and validation are respected.
- Next
- Prototype a zero-shot or adapter classifier on a held-out internal dataset, benchmark against the published 0.888 CXR ROC-AUC and the ~93.8% mAUC tube/pathology result, and scope strictly as a non-diagnostic research/retrieval substrate
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 6
- Tier 1
- 0
- Tier 2
- 2
- Tier 3
- 4
- Supports
- 3
- Contradicts
- 2
- Context
- 1
- Latest observed
- 2026-06-11
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
This is the initial public reading. No earlier readiness change is recorded.