Verification register Bio, Health & Neuro
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Watch
Primary summary from verified readiness
- Confidence
- 66% · stale
- Computed at
- 2026-08-20T10:52:34.882861+00:00
- Claimed
- 60
- Reported
- 53
- Verified
- 45
- Gap
- +15
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-08-20
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
- 13
- Tier 1
- 0
- Tier 2
- 6
- Tier 3
- 7
- Supports
- 5
- Contradicts
- 6
- Context
- 2
- 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
- 2026-07-19 Reading moved from watch to watch.