Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis

Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis

stale

Proof freshness: stale
Proof status: unverified
Display score: 0/10
Last proof check: 2026-05-27
Score updated: 2026-05-26
Score fresh until: 2026-06-25
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 uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis | Route /signal-canvas/uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis",
    "query_text": "Summarize Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis",
  "normalized_query": "2605.25566",
  "route": "/signal-canvas/uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis",
  "paper_ref": "uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis

PDF: https://arxiv.org/pdf/2605.25566v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-27T00:06:31.028Z

Signal Canvas receipt window

Not build-ready: Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis

/buildability/uncertainty-reasoning-with-large-language-models-for-explainable-disease-diagnosis

Ignoreblocked

Subject: Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis

Verdict

Ignore

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

Uncertainty Reasoning with Large Language Models for Explainable Disease Diagnosis

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface