Verification register Bio, Health & Neuro
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 45
- Reported
- 45
- Verified
- 41
- Gap
- +4
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
Too early to adopt
- Why
- Genuinely strong research benchmarks and a full open-source release make it worth evaluating, but a months-old seed-stage company with no clearance and self-defined benchmarks is far from deployable for clinical use.
- Next
- Download the open-source Pillar-0 weights and reproduce reported AUROCs on an independent in-house multimodal test set; monitor for an FDA pathway and independent (non-author) benchmark before any pilot.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 6
- Tier 1
- 1
- Tier 2
- 2
- Tier 3
- 3
- Supports
- 4
- Contradicts
- 1
- Context
- 1
- Latest observed
- 2025-11-24
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.