proof blockPage 868%
This equation captures one of the core mathematical components of the system. ranges (e.g., expecting τHEL/σHEL ≈0.2–0.35 and cs/cL ≈0.5–0.6 as typical values for
Page and bbox are available; crop image is pending.
From Papers to Property Tables: A Priority-Based LLM Workflow for Materials Data Extraction explores An LLM-powered workflow automatically extracts and reconstructs structured materials data from research articles, enabling scalable database construction.. Commercial viability score: 7/10 in Materials Science Data Extraction.
Use This Via API or MCP
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/from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction
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 from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction | Route /paper/from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extractionMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07584"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "From Papers to Property Tables: A Priority-Based LLM Workflow for Materials Data Extraction",
"normalized_query": "2604.07584",
"route": "/paper/from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction",
"paper_ref": "from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction
Subject: From Papers to Property Tables: A Priority-Based LLM Workflow for Materials Data Extraction
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. ranges (e.g., expecting τHEL/σHEL ≈0.2–0.35 and cs/cL ≈0.5–0.6 as typical values for
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction
Paper ref
from-papers-to-property-tables-a-priority-based-llm-workflow-for-materials-data-extraction
arXiv id
2604.07584
Generated at
2026-04-10T20:31:55.554Z
Evidence freshness
stale
Last verification
2026-04-10T20:31:55.554Z
Sources
3
References
0
Coverage
50%
Lineage hash
ca155b81dfd23aca6b7e11a493ce6c0f670aef2a9f17c78296b6efd5844cb0e2
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
This equation captures one of the core mathematical components of the system. Spall strength σsp = 0.5 ρ0 cb ∆upb r c2 L − c2s Bulk sound speed cb = Shear modulus G = ρ0 c2 s
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. r c2 L − c2s Bulk sound speed cb = Shear modulus G = ρ0 c2 s Bulk modulus B = ρ0 c2 b
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.