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Benchmark

scFoundation cell-type annotation comparison

Source-specific reported comparison. Protocol details, fitted configurations and limitations are retained separately from other evaluations.

14 evaluations · 14 metric rows

Overview

Source-specific reported comparison. Protocol details, fitted configurations and limitations are retained separately from other evaluations.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Results

Each comparison retains its reviewed evaluation scope, dataset and metric. Results are shown without a pooled ranking.

scFoundation cell-type annotation comparison Segerstolpe: Segerstolpe cell-type annotation

macro_f1 (fraction) · Higher values are better.

Every method scFoundation cell-type annotation comparison reports on Segerstolpe cell-type annotation, scored with Macro F1 on Segerstolpe subset used in scFoundation Supplementary Table4.

scFoundation cell-type annotation comparison Segerstolpe: Segerstolpe cell-type annotation · Segerstolpe subset used in scFoundation Supplementary Table4 (scFoundation cell-type annotation comparison split)

Evidence origin: Author-reported evaluation, Evaluation origin not reported. Numerical source review does not establish independent reproduction.

scFoundation primary supplement, Table4 · Supplementary Table4, PDF p16; Supplementary Note3, Macro F1 score.

Complete seven-method by two-dataset comparison. Macro F1 is the unweighted mean of class-level F1 scores (Supplementary Note3).

All comparison limitations (5)
  • Complete seven-method by two-dataset comparison. Macro F1 is the unweighted mean of class-level F1 scores (Supplementary Note3).
  • No uncertainty, seeds or scored denominators printed in this table.
  • Exact training/fine-tuning procedure and split manifests are unextracted; do not assume zero-shot evaluation or matched training data.
  • Comparator executor provenance remains unreported from the inspected supplement; the table is the source, not an independent reproduction.
  • The scFoundation Zheng68K score also appears as the scale-100M result in Table2; do not count these as independent evidence.

Automated source review: 2026-09-23.

No unavailable values; missing scores remain labelled and are never plotted as zero.

Showing 7 of 7 matching rows.

Dots show point estimates. Whiskers show only explicitly defined uncertainty (standard deviation, standard error or a labelled interval); their definitions remain in Table. Unresolved uncertainty is not plotted. Differences do not establish statistical significance.

Methods and evaluation design

Procedure, tasks and evaluated configurations

Evaluation design

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Baseline coverage

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Baseline status by linked protocol

Protocol coverage CSV · Model evaluation matrix · Source table · Release and checksums

Coverage is derived from release 2026-09-23-2b89723c6dd9. Source citations describe the original records; they do not validate an unreviewed baseline proposal. No results have been generated by this audit.

Run this benchmark

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Run this benchmark

The supplementary table reports this evaluation. Rewire has not run it and has no maintained reproduction recipe. Exact evaluator and split revisions remain unextracted.

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scFoundation primary supplement, Table4 · Supplementary Table4, PDF p16; Supplementary Note3, Macro F1 score.
Strengths, limitations and unresolved questions

Evidence

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Evidence table

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0 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-23-2b89723c6dd9
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Sources and history

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Release 2026-09-23-2b89723c6dd9 · Record review: source checked

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Technical metadata and extraction receipts

Stable ID: model-coverage-scfoundation-cell-annotation

areas
cells-spatial-multiomics
run documentation
record id: model-coverage-scfoundation-cell-annotation; status: source_reviewed_not_executed; source ids: coverage-source-scfoundation-supp; source locator: Supplementary Table4, PDF p16; Supplementary Note3, Macro F1 score.; summary: The supplementary table reports this evaluation. Rewire has not run it and has no maintained reproduction recipe. Exact evaluator and split revisions remain unextracted.
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