Source

gears: Journal full-text XML

Retrieved page snapshot; no immutable publisher revision supplied

Original source

What this source contributed

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2 models
1 evidence claim

Claims

Statements this source supports, each with where in the source it was checked.

GEARS: description: Description GEARS predicts transcriptional responses to single- and multi-gene perturbations from single-cell perturbation screens. (Reviewed profile summary (2026-09-16): evidence-official-c037e3419c04936262a0, evidence-official-b5e81b2c497214b18f8a, evidence-official-f464cd407a6a9d031720: GEARS paper Methods: Overview, Gene coexpression graph encoder, GO graph, Cross-gene effects and gene-specific decoder; gears/model.py: GEARS_Model)

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Models (2)

Evidence

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Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

18 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statement	Original source and location	Review and provenance
Artifact format original_artifact Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_format` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Artifact SHA-256 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9 Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Artifact url https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11180609/fullTextXML Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Hash scope SHA-256 of retrieved original artifact bytes Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Retrieval note Direct source retrieval Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieval_note` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Retrieved at 2026-09-16T20:16:14.422594+00:00 Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Review method 1 values automated-source-review Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review.method` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Review: scope Only cited profile claims; no numerical performance result added or independently reproduced. Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review.scope` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Source location Journal full-text XML Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Url https://pmc.ncbi.nlm.nih.gov/articles/PMC11180609/ Source metadata	gears: Journal full-text XML Original source ↗ No field-specific location recorded Version: Retrieved page snapshot; no immutable publisher revision supplied Retrieved: 2026-09-16T20:16:14.422594+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.url` Source artifact SHA-256: `6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact

How to read the evidence

Sources and history

Release 2026-11-02-a7f03c9e55a5 · Record review: source checked

Primary-source artifact retrieved for field-level model-profile review. Source inspection is not independent model reproduction.

Release history

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Technical metadata and extraction receipts

Stable ID: evidence-official-f464cd407a6a9d031720

url: https://pmc.ncbi.nlm.nih.gov/articles/PMC11180609/
artifact url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11180609/fullTextXML
version: Retrieved page snapshot; no immutable publisher revision supplied
retrieved at: 2026-09-16T20:16:14.422594+00:00
artifact sha256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9
artifact format: original_artifact
hash scope: SHA-256 of retrieved original artifact bytes
retrieval note: Direct source retrieval
source locator: Journal full-text XML
review: method: automated-source-review; scope: Only cited profile claims; no numerical performance result added or independently reproduced.

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