Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI

Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai | Route /signal-canvas/evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai",
    "query_text": "Summarize Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI",
  "normalized_query": "2603.11413",
  "route": "/signal-canvas/evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai",
  "paper_ref": "evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI

PDF: https://arxiv.org/pdf/2603.11413v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Not build-ready: Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI

/buildability/evaluation-format-not-model-capability-drives-triage-failure-in-the-assessment-of-consumer-health-ai

Ignoreblocked

Subject: Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Evaluation format, not model capability, drives triage failure in the assessment of consumer health AI

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