Are we still able to recognize pearls? Machine-driven peer review and the risk to creativity: An explainable RAG-XAI detection framework with markers extraction explores An explainable RAG-XAI framework is proposed to detect machine-driven peer review patterns and markers, aiming to preserve creativity in science.. Commercial viability score: 3/10 in AI Detection.
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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.
Freshness
Canonical route: /paper/are-we-still-able-to-recognize-pearls-machine-driven-peer-review-and-the-risk-to-creativity-an-explainable-rag-xai-detec
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Proof Quality
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Commercialization rails stay hidden until proof clears: proof_status, references_count.
Search indexing stays off until proof clears: proof_status, references_count.
Agent Handoff
Canonical ID are-we-still-able-to-recognize-pearls-machine-driven-peer-review-and-the-risk-to-creativity-an-explainable-rag-xai-detec | Route /paper/are-we-still-able-to-recognize-pearls-machine-driven-peer-review-and-the-risk-to-creativity-an-explainable-rag-xai-detec
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/are-we-still-able-to-recognize-pearls-machine-driven-peer-review-and-the-risk-to-creativity-an-explainable-rag-xai-detecMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07964"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Are we still able to recognize pearls? Machine-driven peer review and the risk to creativity: An explainable RAG-XAI detection framework with markers extraction",
"normalized_query": "2604.07964",
"route": "/paper/are-we-still-able-to-recognize-pearls-machine-driven-peer-review-and-the-risk-to-creativity-an-explainable-rag-xai-detec",
"paper_ref": "are-we-still-able-to-recognize-pearls-machine-driven-peer-review-and-the-risk-to-creativity-an-explainable-rag-xai-detec",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 3.0
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