Verification register Bio, Health & Neuro
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 60
- Reported
- 53
- 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
Proceed with caution
- Why
- Free, open, commercially usable, and broad capability with strong vendor distribution, but Google's own clinical-use prohibition, modest absolute imaging scores, and the absence of comparative/independent benchmarks cap it at a developer foundation requiring heavy guardrails.
- Next
- Only fine-tune/eval the 4B variant in a sandbox against an independent held-out set (to control for contamination); never put outputs in a user-facing clinical path; confirm HAI-DF terms allow the intended use.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 7
- Tier 1
- 0
- Tier 2
- 3
- Tier 3
- 4
- Supports
- 3
- Contradicts
- 3
- Context
- 1
- Latest observed
- 2026-03-01
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.