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Buildability / Receipt

A Multi-Stage Validation Framework for Trustworthy Large-scale Clinical Information Extraction using Large Language Models

This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.

Public buildability page receipt window

Watch and verify: A Multi-Stage Validation Framework for Trustworthy Large-scale Clinical Information Extraction using Large Language Models

/buildability/a-multi-stage-validation-framework-for-trustworthy-large-scale-clinical-information-extraction-using-large-language-mode

Watchwatch

Subject: A Multi-Stage Validation Framework for Trustworthy Large-scale Clinical Information Extraction using Large Language Models

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Evidence ids

Receipt path

/buildability/a-multi-stage-validation-framework-for-trustworthy-large-scale-clinical-information-extraction-using-large-language-mode

Paper ref

a-multi-stage-validation-framework-for-trustworthy-large-scale-clinical-information-extraction-using-large-language-mode

arXiv id

2604.06028

Freshness

Generated at

2026-04-08T03:22:32.822Z

Evidence freshness

fresh

Last verification

2026-04-08T03:22:32.822Z

Sources

0

References

0

Coverage

0%

Hash state

Lineage hash

584f6fe928aca051b36766f25227310e497ce46ebd0b5197be45bc7a3d88bbfc

Canonical opportunity-kernel lineage hash.

Signature state

External signature

unsigned_external

No founder, registry, pilot, or production-adoption signature is attached to this receipt.

Verification

not_verified

Verification is blocked until an external signature is provided.

Blockers

  • Missing: paper_evidence_receipts.references_count
  • Missing: paper_evidence_receipts.coverage
  • Unknown: Canonical evidence receipt has not been materialized yet.

Some score or evidence fields are outside the preferred freshness window.

paper_evidence_receipts.references_count

paper_evidence_receipts.coverage

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

Truth Boundary

External gate remains unresolved for live deployment claims.

Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.