Verification register Bio, Health & Neuro
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 55
- Reported
- 55
- Verified
- 51
- Gap
- +4
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Growing
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
Track; not yet
- Why
- Strong peer-style benchmark leadership and genuinely open weights/code, but single-center training data, no regulatory path, and no production track record keep it well short of adoptable for any pragma.vision surface.
- Next
- Monitor for multi-site external validation before any prototype; the HuggingFace checkpoints are confirmed ECL-2.0 (a permissive open license), so license is no longer a blocker - treat as a reference benchmark, not a buildable dependency.
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
- 0
- Tier 3
- 7
- Supports
- 4
- Contradicts
- 1
- Context
- 2
- Latest observed
- 2025-11-21
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.