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Verification register Bio, Health & Neuro

Readiness verdict

HeartLung AI-CVD

A dated reading of what is claimed, reported, and independently verified in the current evidence.

As of
2026-06-28
Revision
1
Method
v1.0.0

Current reading

The readiness gap, in one scan

AI-assisted assembly · derived results

Claimed
80

Public ambition and stated capability

Reported
74

Observed practitioner reporting

Verified
66

Independently supported evidence

Gap
+14

Claimed minus verified

Evidence strength Growing

Decision

What the current evidence supports

Human editorial judgment · 2026-06-28

Proceed with caution

Why
FDA-cleared (Jan 2026) with compelling predictive data versus Agatston scoring, but the supporting evidence is largely founder-affiliated, the device explicitly stops at measurements (no risk prediction), and value hinges on building an interpretation/follow-up workflow that doesn't yet exist out of the box.
Next
Run a limited site validation comparing AI-CVD measurements and downstream care actions against current practice before opportunistic-screening rollout

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
2
Tier 3
5
Supports
4
Contradicts
2
Context
1
Latest observed
2026-01-12

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.

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