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Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Primary reference; inspect retrieval status and review scope.

Evidence table

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.

15 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
attributes.artifact_sha256

6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_sha256

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.artifact_url

https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11180609/fullTextXML

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.artifact_url

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.doi

10.1038/s41587-023-01905-6

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.doi

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.hash_scope

Exact retrieved primary paper artifact bytes.

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.hash_scope

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.retrieved_at

2026-09-17T08:11:14.065414+00:00

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.retrieved_at

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.review_scope

Source identification and table transcription; no independent experimental reproduction.

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.review_scope

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.url

https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11180609/fullTextXML

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.url

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

attributes.version

PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: attributes.version

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

description

Primary reference; inspect retrieval status and review scope.

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

facets

{}

Source metadata
Predicting transcriptional outcomes of novel multigene perturbations with GEARS

Original source ↗

No field-specific location recorded

Version: PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
Retrieved: 2026-09-17T08:11:14.065414+00:00

catalogued

No individual claim review recorded

Audit details

Field: facets

Source artifact SHA-256: 6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9

Hash scope: Exact retrieved primary paper artifact bytes.

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: source checked

No supporting source is linked yet.

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Technical metadata and extraction receipts

Stable ID: expansion-p3-gears

url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11180609/fullTextXML
doi
10.1038/s41587-023-01905-6
version
PMC full-text XML snapshot PMC11180609 at retrieval; byte-pinned by SHA-256
retrieved at
2026-09-17T08:11:14.065414+00:00
artifact sha256
6e9a8f4a2b8ccbc9aa46c43a34701b687f71b797048adf27aae2a99d9e2dcad9
artifact url
https://www.ebi.ac.uk/europepmc/webservices/rest/PMC11180609/fullTextXML
hash scope
Exact retrieved primary paper artifact bytes.
review scope
Source identification and table transcription; no independent experimental reproduction.
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