rewirebio.iobenchmarks
Evaluation

Scanpy on scFoundation cell-type annotation comparison Zheng68K: Zheng68K cell-type annotation

scFoundation cell-type annotation comparison evaluation of Scanpy on Zheng68K cell-type annotation, scored with Macro F1.

Evaluation results

1 evaluation · 1 result. Different protocols are not a single leaderboard.

Filter evaluations

Applied filters: All linked evaluations

Exact evaluated configurations and original reported results
Tested configurationProtocol and datasetFindingEvidence and details
Pipeline: ScanpyProtocol: scFoundation cell-type annotation comparison Zheng68K: Zheng68K cell-type annotation
Dataset subset: Zheng68K subset used in scFoundation Supplementary Table4 (scFoundation cell-type annotation comparison split)
0.547 Macro F1
fraction · higher

Uncertainty: Not yet extracted

Coverage: Not reported scored / Not reported eligible

Evaluation origin not reported · Source checked
Methods, coverage and source

Scanpy on scFoundation cell-type annotation comparison Zheng68K: Zheng68K cell-type annotation

Cell-type annotation evaluated by unweighted mean of cell-type F1 scores. Each class F1=TP/(TP+0.5*(FP+FN)), defined in Supplementary Note3. Exact dataset release, split manifest, fitting and preprocessing remain unextracted.

Aggregation: Not reported

scFoundation primary supplement, Table4 · Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.

Research readiness

0 of 4 readiness checks met. These checks assess whether the evidence supports a reproducible investigation; a source-checked score alone does not meet them.

Readiness checks, gaps and artifacts

Release 2026-11-02-a7f03c9e55a5 · Evidence verified: Not verified

Evidence incomplete

Replay metrics

Exact outcomes, predictions, identifiers and evaluator are connected.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified

Verified: Not verified

Evidence incomplete

Investigate discrepancies

Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Metrics are recomputed from the saved predictions: not yet verified
  • Sample annotations are recorded: not yet verified
  • Dependence between samples is assessed: not yet verified

Verified: Not verified

Evidence incomplete

Run locally

A pinned recipe describes the inputs, environment and resource requirements.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • A pinned run recipe exists: not yet verified
  • Compute requirements are estimated: not yet verified

Verified: Not verified

Evidence incomplete

Validate independently

Separate data and exposure records support an independent test.

Missing or unresolved evidence

  • No verified artifact manifest is linked to this exact record.
  • File checksums match the recorded files: not yet verified
  • Predictions are matched to the right samples: not yet verified
  • Score meaning and direction are confirmed: not yet verified
  • Independent validation data exist: not yet verified
  • Overlap with training data is checked: not yet verified

Verified: Not verified

Readiness describes the evidence in this release. Availability on your computer is checked separately when an investigation runs. Existing data exposure can prevent independent validation even when files are available.

Artifacts and reproduction

No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.

Evaluation procedure

Cell-type annotation evaluated by unweighted mean of cell-type F1 scores. Each class F1=TP/(TP+0.5*(FP+FN)), defined in Supplementary Note3. Exact dataset release, split manifest, fitting and preprocessing remain unextracted.

Pipeline
Scanpy
Protocol
scFoundation cell-type annotation comparison Zheng68K: Zheng68K cell-type annotation
Dataset subset
Zheng68K subset used in scFoundation Supplementary Table4 (scFoundation cell-type annotation comparison split)
origin
Evaluation origin not reported
configuration
Not reported
protocol id
scfoundation-2024-supp-table4-task-zheng68k
metric implementation
Macro F1

Metadata review: source checked. Unreported conditions prevent automatic comparisons.

Reproduction

Split
Not reported
Adaptation
Not reported
Scoring implementation
Macro F1

No execution recipe has been verified for this exact configuration and evaluation. A benchmark's general instructions may use different inputs, splits or model settings.

Reproducing this published result requires matching its model configuration, data, split and scorer. Source checking or a successful smoke test does not establish score reproduction.

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.

12 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-11-02-a7f03c9e55a5
Property and statementOriginal source and locationReview and provenance
Adaptation
Cell-type annotation methods as evaluated by the paper; exact training and fitting details remain unextracted. This is not claimed to be a zero-shot foundation-model comparison.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: attributes.adaptation

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Comparison: metric implementation
Macro F1
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: attributes.comparison.metric_implementation

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Comparison: protocol id
scfoundation-2024-supp-table4-task-zheng68k
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: attributes.comparison.protocol_id

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Evidence overlap
Complete Table4, one cell-type classification score per method/dataset. scFoundation Zheng68K 0.736 is also Table2 scale-100M; no additional independent run implied.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: attributes.evidence_overlap

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Origin
unreported
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

missing or unspecified

No individual claim review recorded

unreported

Audit details

Field: attributes.origin

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Protocol
Cell-type annotation evaluated by unweighted mean of cell-type F1 scores. Each class F1=TP/(TP+0.5*(FP+FN)), defined in Supplementary Note3. Exact dataset release, split manifest, fitting and preprocessing remain unextracted.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: attributes.protocol

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Source location
Supplementary Table4, PDF p16, row Scanpy, column Zheng68K
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: attributes.source_locator

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Description
scFoundation cell-type annotation comparison evaluation of Scanpy on Zheng68K cell-type annotation, scored with Macro F1.
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: description

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Relationship: assessment
scfoundation-2024-supp-table4-task-zheng68k
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: links:assessment:scfoundation-2024-supp-table4-task-zheng68k

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

Relationship: data
scfoundation-2024-supp-table4-dataset-zheng68k-subset-used-in-scfoundation-supplementary-table4
Context-only references
scFoundation primary supplement, Table4

Original source ↗

Supplementary Table4, PDF p16, row Scanpy, column Zheng68K

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

unreported

Audit details

Field: links:data:scfoundation-2024-supp-table4-dataset-zheng68k-subset-used-in-scfoundation-supplementary-table4

Source artifact SHA-256: 9ef9ed1b87014fb72b22cfc99a5382b01e6a6395a0c5de36921d155848162ae1

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

Inspected artifact

How to read the evidence

Sources and history

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

1 source record and release historyDownload this release (gzip)
Technical metadata and extraction receipts

Stable ID: scfoundation-2024-supp-table4-evaluation-scanpy-zheng68k

areas
single-cell
tasks
Zheng68K cell-type annotation
origin
unreported
protocol
Cell-type annotation evaluated by unweighted mean of cell-type F1 scores. Each class F1=TP/(TP+0.5*(FP+FN)), defined in Supplementary Note3. Exact dataset release, split manifest, fitting and preprocessing remain unextracted.
comparison
protocol id: scfoundation-2024-supp-table4-task-zheng68k; metric implementation: Macro F1
missing metadata
budget: reason: unreported; checkpoint revision: reason: unreported; seeds: reason: unreported; split manifest: reason: unextracted
source locator
Supplementary Table4, PDF p16, row Scanpy, column Zheng68K
adaptation
Cell-type annotation methods as evaluated by the paper; exact training and fitting details remain unextracted. This is not claimed to be a zero-shot foundation-model comparison.
evidence overlap
Complete Table4, one cell-type classification score per method/dataset. scFoundation Zheng68K 0.736 is also Table2 scale-100M; no additional independent run implied.
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