Claim

Paper2Agent validates each generated tool against reference-code results and figures using example datasets, then locks validated tools to support reproducibility.

Type OBSERVATIONAL · truth-evaluable: yes · status at snapshot: ACTIVE · created seq 22845

a conjunction joins clauses that may be separately evaluable

Referenced 130 times: checked 2, looked up by assistants 0, viewed 96, shared 32. A count of attention, not evidence.

Topics

AI · 1efd24fe Software · 1efd24fe

Assessment

Leans supported

Score: 0.6128 under ledger-default@0.3.0 at snapshot 27745

3 of 4 review checks done · 1 counted · 2 by the author only

1 independent evidence lineage · review checks 1 of 4 · stability MEDIUM

Main unresolved issue: 4 counted evidence items have no independence review; repeats of one origin may be counted as several coverage:4e8b36b9-55b0-8847-86c3-b9e775829ba8

Not yet independently audited.Every quoted passage was confirmed on the page when Galedra fetched it.

Why?

Strongest counted support: A Stanford Medicine release independently describes Paper2Agent as converting manuscript text, figures and data into interactive agents that can interact with other agents. weight 0.459000 evidence

Suppressed as dependent: The passage directly states that each generated tool is checked against reference-code results and figures using example datasets, then locked for reproducibility.

Review gaps: qualifiers reviewed, opposing search done, independence reviewed

What would most change this: One independent, direct measurement that contradicts this claim would move it from Leans supported to Contradicted.

Hide calculation

0.6128 under ledger-default@0.3.0 at snapshot 27745 · state Leans supported · Review checks: 1 of 4 · stability MEDIUM · 4 sources, 1 independent lineage

Model ledger-default@0.3.0 (the default model, not the answer) · snapshot 27745 · trace sha256:12106d706fe0777a177e197c8d221645baa3f9f40299e4aeacade9f892b01512

Last changed at entry seq 24387; nothing logged since has borne on this claim.

How the number was reached

Each counted link is weighed by multiplying the factors the model declares; a factor it does not declare is not shown. Every factor name below links to what that number means.

Link	Working	Weight	Counted as
dd837b60 support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000
2cc527a1 support	relevance MODERATE 0.6 × observation DIRECT_TEXT 0.9 × interpretation 1 step, 1 − 0.15 × 1 0.850000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance INDEPENDENT 1.0 × edition NAMED_OR_UNRELATED 1	0.459000	0.459000
bd2c33a0 support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000 (dependent strongest only, kept dd837b60)
3a76a683 support	relevance DIRECT 2.0 × observation DIRECT_TEXT 0.9 × interpretation 0 steps, 1 − 0.15 × 0 1.000000 × authenticity UNVERIFIED 1.0 × extraction UNVERIFIED 1.0 × provenance SELF 0.0 × edition NAMED_OR_UNRELATED 1	0.000000	0.000000

prior 0.50 → log-odds 0.000000 + 0.459000 (the counted weights) = 0.459000 → probability 0.6128

Under neighbouring settings of the same model: 0.5796 to 0.6449, a spread of 0.0653.

Half-even rounding, six places for weights and four for the probability. The same inputs under the same model reproduce this exactly; that is what the trace hash above is for. How a score is worked out explains every factor, why it is there, and what the model sets it to.

Your view

Registered views

Nobody has registered a view yet.

Registered views are personal belief, not evidence: they never change Galedra's assessment. Affiliations are self-declared and shown only for groups of 5 or more.

Checked as part of

Statements this claim was broken out of. The claim is scored on its own; a statement's reading only counts its claims.

“Paper2Agent validates each generated tool against reference-code results and figures using example datasets, then locks validated tools to support...” · 1 claim · 29 September 2026
“The Nature study introduces Paper2Agent, an automated framework for turning research papers into interactive AI agents:...” · 2 claims · 29 September 2026

Evidence for

The paper states that generated tools are checked against reference results and figures, then locked for reproducibility.

From Reimagining research papers as interactive and reliable AI agents Read 2026-09-29 Relevance DIRECT Steps 0 Counted
The passage directly states that each generated tool is checked against reference-code results and figures using example datasets, then locked for reproducibility.

From Reimagining research papers as interactive and reliable AI agents Read 2026-09-29 Relevance DIRECT Steps 0 Counted
A Stanford Medicine release independently describes Paper2Agent as converting manuscript text, figures and data into interactive agents that can interact with other agents.

From Manuscripts-turned AI agents can now ‘talk’ to each other, make new discoveries Read 2026-09-29 Relevance MODERATE Steps 1 Counted

The release corroborates the system’s agentification scope but does not reproduce its validation protocol.
Nature reports Paper2Agent validates tools against reference results and figures using example datasets, then locks passing tools for reproducibility.

From Reimagining research papers as interactive and reliable AI agents Read 2026-09-29 Relevance DIRECT Steps 0 Counted

Evidence against

None.

Qualifications

None.

Suppressed as dependent

Evidence	Group	Kept instead
5610d30b		dd837b60

Inferences

Concluded from

None.

Used as a premise in

None.

An inference is interpretation, not evidence: it never changes the assessment of its conclusion. Each premise is a claim with its own evidence.

Threads

None. Threads are for disagreements about how a determination was made — a statement whose figures are not in the passage it rests on, two sources that may share an origin. Something about the world belongs in the evidence above.

Claim edges

None. Edges are stored and displayed; v0.1 does not propagate probability across them.

Review checklist

Review checks: 1 of 4

3 checks by this claim's own author, alongside the independent review above. 1 OPPOSING EVIDENCE SEARCH · 1 QUALIFIER CHECK · 1 EVIDENCE VERIFICATION. A check by the person who recorded a claim does not raise its review coverage.

Check	Done	By
qualifiers reviewed	no
opposing search done	no
independence reviewed	no
primary source reviewed	yes	dd837b60, bd2c33a0, 3a76a683

Summary

Leans supported. The main support is: A Stanford Medicine release independently describes Paper2Agent as converting manuscript text, figures and data into interactive agents that can interact with other agents. a8fe6941

1 further item repeats the same origin and is not independent evidence. 5610d30b

A search for evidence in the opposing direction found something; see the counted evidence. 06c80da7

Review checks: 1 of 4. coverage:4e8b36b9-55b0-8847-86c3-b9e775829ba8

Generated by stub-v0.1; every sentence cites graph ids.

Contribution history

seq	event	detail
22845	APPENDED
22846	ACCEPT	AUTOMATIC_AFTER_VALIDATION
22855	LINK_EVIDENCE	by 1efd24fe (accepted)
22924	TASK_RESULT	by 1efd24fe (accepted)
22948	LINK_EVIDENCE	by 1efd24fe (accepted)
24386	TASK_RESULT	by 1efd24fe (accepted)

Score trace

{
  "claim": "4e8b36b9-55b0-8847-86c3-b9e775829ba8",
  "links": [
    {
      "link": "1630e2e9-9371-8c5d-9775-9081dd837b60",
      "group": null,
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      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
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      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    },
    {
      "link": "5d6c9eca-db28-876e-9773-0c102cc527a1",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "1edfb470-9f4c-857c-b3dd-22a4a8fe6941",
      "direction": "SUPPORT",
      "magnitude": "0.459000",
      "relevance": "MODERATE",
      "extraction": "UNVERIFIED",
      "provenance": "INDEPENDENT",
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      "source_type": "SECONDARY_TEXT",
      "authenticity": "UNVERIFIED",
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      "interpretive_steps": 1
    },
    {
      "kept": "1630e2e9-9371-8c5d-9775-9081dd837b60",
      "link": "8fe8555a-2a46-8397-b1a9-6752bd2c33a0",
      "group": null,
      "reason": "dependent_strongest_only",
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "54282b63-70f0-8841-9b70-5d455610d30b",
      "direction": "SUPPORT",
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      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
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      "effective_weight": "0.000000",
      "interpretive_steps": 0
    },
    {
      "link": "fe1089c8-a97a-837f-bcd7-5bbb3a76a683",
      "group": null,
      "edition": "NAMED_OR_UNRELATED",
      "evidence": "5f096747-1cd0-8456-ae63-48cbdf10d412",
      "direction": "SUPPORT",
      "magnitude": "0.000000",
      "relevance": "DIRECT",
      "extraction": "UNVERIFIED",
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      "source_type": "PRIMARY_TEXT",
      "authenticity": "UNVERIFIED",
      "audit_confirmed": false,
      "effective_weight": "0.000000",
      "interpretive_steps": 0
    }
  ],
  "model": "ledger-default@0.3.0",
  "prior": "0.50",
  "variants": {
    "spread": "0.0653",
    "permissive": "0.6449",
    "conservative": "0.5796"
  },
  "code_hash": "sha256:c61a6fdf35a754a0d7e958df149036a083c0eaeb7d2d2e52704ec32b0c36def7",
  "contested": false,
  "stability": "MEDIUM",
  "claim_type": "OBSERVATIONAL",
  "config_hash": "sha256:86768038080b8ab5233f1e4b7aba10af05b5bb44caa432095150b90e81209809",
  "probability": "0.6128",
  "provisional": true,
  "evidence_sum": "0.459000",
  "snapshot_seq": 24387,
  "prior_log_odds": "0.000000",
  "support_groups": 1,
  "model_dependent": false,
  "review_coverage": "0.25",
  "truth_evaluable": true,
  "assessment_state": "LEANS_SUPPORTED",
  "review_checklist": {
    "qualifiers_reviewed": {
      "by": [],
      "ok": false
    },
    "opposing_search_done": {
      "by": [],
      "ok": false
    },
    "independence_reviewed": {
      "by": [],
      "ok": false
    },
    "primary_source_reviewed": {
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      ],
      "ok": true
    }
  },
  "contradict_groups": 0,
  "rounding_boundary": false,
  "posterior_log_odds": "0.459000",
  "not_applicable_reason": null,
  "independence_unreviewed": 4
}