UCell: rethinking generalizability and scaling of bio-medical vision models

UCell: rethinking generalizability and scaling of bio-medical vision models | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models

stale

Proof freshness: stale
Proof status: verified
Display score: 7/10
Last proof check: 2026-04-03
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 18
Source count: 4
Coverage: 83%

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 ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models | Route /signal-canvas/ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models",
    "query_text": "Summarize UCell: rethinking generalizability and scaling of bio-medical vision models"
  }
}

source_context

{
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  "mode": "paper",
  "query": "UCell: rethinking generalizability and scaling of bio-medical vision models",
  "normalized_query": "2604.00243",
  "route": "/signal-canvas/ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models",
  "paper_ref": "ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: stale

Claims: 0

References: 18

Proof: Verified

Freshness state: stale

Source paper: UCell: rethinking generalizability and scaling of bio-medical vision models

PDF: https://arxiv.org/pdf/2604.00243v1

Repository: https://github.com/jiyuuchc/ucell

Source count: 4

Coverage: 83%

Last proof check: 2026-04-03T20:30:41.565Z

Signal Canvas receipt window

Ready for execution: UCell: rethinking generalizability and scaling of bio-medical vision models

/buildability/ucell-rethinking-generalizability-and-scaling-of-bio-medical-vision-models

Build Nowready

Subject: UCell: rethinking generalizability and scaling of bio-medical vision models

Verdict

Build Now

Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

UCell: rethinking generalizability and scaling of bio-medical vision models

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