Buildability / Receipt
Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation
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: Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation
/buildability/overconfidence-and-calibration-in-medical-vqa-empirical-findings-and-hallucination-aware-mitigation
Subject: Overconfidence and Calibration in Medical VQA: Empirical Findings and Hallucination-Aware Mitigation
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/overconfidence-and-calibration-in-medical-vqa-empirical-findings-and-hallucination-aware-mitigation
Paper ref
overconfidence-and-calibration-in-medical-vqa-empirical-findings-and-hallucination-aware-mitigation
arXiv id
2604.02543
Freshness
Generated at
2026-04-06T20:16:10.654Z
Evidence freshness
fresh
Last verification
2026-04-06T20:16:10.654Z
Sources
0
References
0
Coverage
0%
Hash state
Lineage hash
80526d57954d2eee9571774d07ec127c680bf6eff9bfc7e674ebb1ad1ecc801b
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
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.