AOP-Smart: A RAG-Enhanced Large Language Model Framework for Adverse Outcome Pathway Analysis explores AOP-Smart enhances large language models for reliable toxicological analysis by addressing hallucination issues.. Commercial viability score: 3/10 in Toxicology 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/aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis
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 aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis | Route /paper/aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysisMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.10874"
}
}source_context
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"query": "AOP-Smart: A RAG-Enhanced Large Language Model Framework for Adverse Outcome Pathway Analysis",
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"paper_ref": "aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis",
"topic_slug": null,
"benchmark_ref": null,
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}Paper proof page receipt window
/buildability/aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis
Subject: AOP-Smart: A RAG-Enhanced Large Language Model Framework for Adverse Outcome Pathway Analysis
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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Preparing verified analysis
Dimensions overall score 3.0
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Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis
Paper ref
aop-smart-a-rag-enhanced-large-language-model-framework-for-adverse-outcome-pathway-analysis
arXiv id
2604.10874
Generated at
2026-04-14T16:50:46.296Z
Evidence freshness
stale
Last verification
2026-04-14T16:50:46.296Z
Sources
3
References
0
Coverage
50%
Lineage hash
5815bac4b125b7d8f4003b97a451c3f6868a72862605078b1d2661ea8771c48d
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 / 3 sources / Verification pending
repo_url
references