Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning

Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-05-11
Score updated: 2026-05-11
Score fresh until: 2026-06-10
References: 0
Source count: 3
Coverage: 50%

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 accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning | Route /signal-canvas/accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning",
    "query_text": "Summarize Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning",
  "normalized_query": "2605.07444",
  "route": "/signal-canvas/accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning",
  "paper_ref": "accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning",
  "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: Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning

PDF: https://arxiv.org/pdf/2605.07444v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-11T20:48:30.821Z

Signal Canvas receipt window

Not build-ready: Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning

/buildability/accelerated-and-data-efficient-flow-prediction-in-stirred-tanks-via-physics-informed-learning

Ignoreblocked

Subject: Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning

Verdict

Ignore

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

Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface