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snap-stanford/GEARS: gears/model.py

f374e43e197b295016d80395d7a54ddb81cc6769

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2 models
1 evidence claim

Claims

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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

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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	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_format` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Artifact SHA-256 07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857 Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_sha256` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Artifact url https://raw.githubusercontent.com/snap-stanford/GEARS/f374e43e197b295016d80395d7a54ddb81cc6769/gears/model.py Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.artifact_url` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` 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	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.hash_scope` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Retrieval note Direct source retrieval Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieval_note` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Retrieved at 2026-09-16T19:46:20.191253+00:00 Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.retrieved_at` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Review method 1 values automated-source-review Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review.method` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` 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	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.review.scope` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Source location gears/model.py Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact
Url https://github.com/snap-stanford/GEARS/blob/f374e43e197b295016d80395d7a54ddb81cc6769/gears/model.py Source metadata	snap-stanford/GEARS: gears/model.py Original source ↗ No field-specific location recorded Version: f374e43e197b295016d80395d7a54ddb81cc6769 Retrieved: 2026-09-16T19:46:20.191253+00:00	catalogued No individual claim review recorded Audit details Field: `attributes.url` Source artifact SHA-256: `07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857` Hash scope: SHA-256 of retrieved original artifact bytes Format: original_artifact Inspected artifact

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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.

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Technical metadata and extraction receipts

Stable ID: evidence-official-b5e81b2c497214b18f8a

url: https://github.com/snap-stanford/GEARS/blob/f374e43e197b295016d80395d7a54ddb81cc6769/gears/model.py
artifact url: https://raw.githubusercontent.com/snap-stanford/GEARS/f374e43e197b295016d80395d7a54ddb81cc6769/gears/model.py
version: f374e43e197b295016d80395d7a54ddb81cc6769
retrieved at: 2026-09-16T19:46:20.191253+00:00
artifact sha256: 07fee864bc5020807c90ed5443ff17530116f47f257332466243c233ef2bc857
artifact format: original_artifact
hash scope: SHA-256 of retrieved original artifact bytes
retrieval note: Direct source retrieval
source locator: gears/model.py
review: method: automated-source-review; scope: Only cited profile claims; no numerical performance result added or independently reproduced.

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