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
- 69% · stale
- Computed at
- 2026-08-20T10:52:39.840046+00:00
- Claimed
- 60
- Reported
- 52
- 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
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
- 12
- Tier 1
- 0
- Tier 2
- 4
- Tier 3
- 8
- Supports
- 6
- Contradicts
- 4
- Context
- 2
- 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
- 2026-07-19 Reading moved from watch to watch.