Grounding Clinical AI Competency in Human Cognition Through the Clinical World Model and Skill-Mix Framework explores A framework to formalize clinical AI competency by modeling the interactions between patient, provider, and ecosystem, grounded in clinical cognition.. Commercial viability score: 3/10 in Medical AI.
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This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework
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 grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework | Route /paper/grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-frameworkMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.08226"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Grounding Clinical AI Competency in Human Cognition Through the Clinical World Model and Skill-Mix Framework",
"normalized_query": "2604.08226",
"route": "/paper/grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework",
"paper_ref": "grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework
Subject: Grounding Clinical AI Competency in Human Cognition Through the Clinical World Model and Skill-Mix Framework
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework
Paper ref
grounding-clinical-ai-competency-in-human-cognition-through-the-clinical-world-model-and-skill-mix-framework
arXiv id
2604.08226
Generated at
2026-04-10T20:18:28.320Z
Evidence freshness
stale
Last verification
2026-04-10T20:18:28.320Z
Sources
4
References
0
Coverage
83%
Lineage hash
46ad1639e0d613fe98e04d90d56f5356f767688ba68a8339b36d5062eafc94e7
Canonical opportunity-kernel lineage hash.
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.
Pending verification refs / 4 sources / Verification pending
references
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Research neighborhood
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Preparing verified analysis
Dimensions overall score 3.0
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References are not available from the internal index yet.