PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments

PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/physicianbench-evaluating-llm-agents-in-real-world-ehr-environments

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-05
Score updated: 2026-05-05
Score fresh until: 2026-06-04
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 physicianbench-evaluating-llm-agents-in-real-world-ehr-environments | Route /signal-canvas/physicianbench-evaluating-llm-agents-in-real-world-ehr-environments

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/physicianbench-evaluating-llm-agents-in-real-world-ehr-environments

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "physicianbench-evaluating-llm-agents-in-real-world-ehr-environments",
    "query_text": "Summarize PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments",
  "normalized_query": "2605.02240",
  "route": "/signal-canvas/physicianbench-evaluating-llm-agents-in-real-world-ehr-environments",
  "paper_ref": "physicianbench-evaluating-llm-agents-in-real-world-ehr-environments",
  "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: PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments

PDF: https://arxiv.org/pdf/2605.02240v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-05T20:28:06.708Z

Signal Canvas receipt window

Watch and verify: PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments

/buildability/physicianbench-evaluating-llm-agents-in-real-world-ehr-environments

Watchwatch

Subject: PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments

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Signal Canvas proof surface