rewirebio.iobenchmarks
Evidence claim

Scanpy: description

Description of Scanpy

Python toolkit for single-cell gene expression analysis, with methods for preprocessing, visualisation, clustering, trajectory inference and differential expression testing.

Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

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.

14 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-10-22-1b7cf027e4f6
Property and statementOriginal source and locationReview and provenance
Claimed field
description
Context-only references
scFoundation primary supplement, Table4

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 10.1038/s41592-024-02305-7 publisher supplement
Retrieved: 2026-09-23T11:36:02.116209+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Claimed field
description
Context-only references
Abstract: SCANPY: large-scale single-cell gene expression data analysis

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC core record MED/29409532 (title and abstract), Genome biology 2018
Retrieved: 2026-10-11T00:59:01Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.field

Source artifact SHA-256: 2ccec8651e795ef20410dda5c5d8d0010be3cb02f3b5f697c5e5404165bc6fdb

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. These responses are not byte-stable (a later retrieval can differ in JSON key order); the title and abstractText fields are the evidence.

Inspected artifact

Previous value
Scanpy cell-type annotation pipeline reported in the primary table; fitting/configuration details unextracted.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 10.1038/s41592-024-02305-7 publisher supplement
Retrieved: 2026-09-23T11:36:02.116209+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Previous value
Scanpy cell-type annotation pipeline reported in the primary table; fitting/configuration details unextracted.
Context-only references
Abstract: SCANPY: large-scale single-cell gene expression data analysis

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC core record MED/29409532 (title and abstract), Genome biology 2018
Retrieved: 2026-10-11T00:59:01Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.previous_value

Source artifact SHA-256: 2ccec8651e795ef20410dda5c5d8d0010be3cb02f3b5f697c5e5404165bc6fdb

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. These responses are not byte-stable (a later retrieval can differ in JSON key order); the title and abstractText fields are the evidence.

Inspected artifact

Source location
qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4
Context-only references
scFoundation primary supplement, Table4

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 10.1038/s41592-024-02305-7 publisher supplement
Retrieved: 2026-09-23T11:36:02.116209+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Source location
qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4
Context-only references
Abstract: SCANPY: large-scale single-cell gene expression data analysis

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC core record MED/29409532 (title and abstract), Genome biology 2018
Retrieved: 2026-10-11T00:59:01Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 2ccec8651e795ef20410dda5c5d8d0010be3cb02f3b5f697c5e5404165bc6fdb

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. These responses are not byte-stable (a later retrieval can differ in JSON key order); the title and abstractText fields are the evidence.

Inspected artifact

Claimed value
Python toolkit for single-cell gene expression analysis, with methods for preprocessing, visualisation, clustering, trajectory inference and differential expression testing.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 10.1038/s41592-024-02305-7 publisher supplement
Retrieved: 2026-09-23T11:36:02.116209+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Claimed value
Python toolkit for single-cell gene expression analysis, with methods for preprocessing, visualisation, clustering, trajectory inference and differential expression testing.
Context-only references
Abstract: SCANPY: large-scale single-cell gene expression data analysis

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC core record MED/29409532 (title and abstract), Genome biology 2018
Retrieved: 2026-10-11T00:59:01Z

not individually reviewed

No individual claim review recorded

Audit details

Field: attributes.value

Source artifact SHA-256: 2ccec8651e795ef20410dda5c5d8d0010be3cb02f3b5f697c5e5404165bc6fdb

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. These responses are not byte-stable (a later retrieval can differ in JSON key order); the title and abstractText fields are the evidence.

Inspected artifact

Description
Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: 10.1038/s41592-024-02305-7 publisher supplement
Retrieved: 2026-09-23T11:36:02.116209+00:00

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

Hash scope: Hash scope not separately documented; inspect source record

Inspected artifact

Description
Replace a placeholder description with a sourced functional description (issue #88). Historical releases retain the original value.
Context-only references
Abstract: SCANPY: large-scale single-cell gene expression data analysis

Original source ↗

qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4

Shared locator for this statement’s cited sources; not a separate locator for each citation.

Version: Europe PMC core record MED/29409532 (title and abstract), Genome biology 2018
Retrieved: 2026-10-11T00:59:01Z

not individually reviewed

No individual claim review recorded

Audit details

Field: description

Source artifact SHA-256: 2ccec8651e795ef20410dda5c5d8d0010be3cb02f3b5f697c5e5404165bc6fdb

Hash scope: SHA-256 of one retrieval of a Europe PMC REST search response. These responses are not byte-stable (a later retrieval can differ in JSON key order); the title and abstractText fields are the evidence.

Inspected artifact

How to read the evidence

Sources and history

Release 2026-10-22-1b7cf027e4f6 · Record review: source checked

2 source records and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: metadata-correction-0f6d91cf5529b04b7b06

areas
single-cell
field
description
previous value
Scanpy cell-type annotation pipeline reported in the primary table; fitting/configuration details unextracted.
value
Python toolkit for single-cell gene expression analysis, with methods for preprocessing, visualisation, clustering, trajectory inference and differential expression testing.
source locator
qa-descriptions-20261011-b-source-scanpy: abstractText; coverage-source-scfoundation-supp: Supplementary Table 4
review
method: automated-source-review; ai-assisted-source-review; reviewer: claude; reviewer note: Extractor: Claude integrator agent for issue #88. Reviewer: a separate Claude review agent, independent of the extractor; no human review claimed.; date: 2026-10-11; method note: Compared the store diff with origin/main, read each new description against its cited source passage and checked the licence of each new source record.; note: Approved. Checked the new sources' licences against the arXiv abstract pages and Europe PMC, the 7 scFoundation pipeline descriptions against their abstracts, the language-model descriptions against their model cards and reports, and the TAPE architecture figures against the TAPE paper; all correct. The catalogue entries reuse reviewed profile summaries.; receipt: data/omics/qa-descriptions-20261011-b/review.json
Related records

Suggest a correction