Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning

Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-13
Score updated: 2026-04-13
Score fresh until: 2026-05-13
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 structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning | Route /signal-canvas/structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning",
    "query_text": "Summarize Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning",
  "normalized_query": "2604.09158",
  "route": "/signal-canvas/structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning",
  "paper_ref": "structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning",
  "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: Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning

PDF: https://arxiv.org/pdf/2604.09158v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-13T20:28:20.017Z

Signal Canvas receipt window

Not build-ready: Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning

/buildability/structuring-versus-problematizing-how-llm-based-agents-scaffold-learning-in-diagnostic-reasoning

Ignoreblocked

Subject: Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning

Verdict

Ignore

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

Structuring versus Problematizing: How LLM-based Agents Scaffold Learning in Diagnostic Reasoning

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