Published comparison transcribed from the pinned source; not reproduced.
1 evaluation · 1 result. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: scJoint (SCMBench) | Protocol: SCMBench paired RNA-ATAC integration accuracy Dataset subset: paired-overall (SCMBench) | 0.559 Scmbench integration accuracy (mean of MAP, NMI, ASW and ARI; mean across datasets) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourcescJoint on SCMBench paired integration, paired-overall lit-cells-networks-20261011-scmbench-protocol-paired-integration-accuracy Aggregation: Not reported SCMBench: benchmarking domain-specific and foundation models for single-cell multi-omics data integration; SCMBench Supplementary Data 2 (integration results) · Supplementary Data 2, sheet 'paired_inte_overall', cell G4 (row 'scJoint', column 'Overall') |
Source checking is not independent reproduction. Release 2026-10-23-5347695500ed.
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.
Release 2026-10-23-5347695500ed · Evidence verified: Not verified
Exact outcomes, predictions, identifiers and evaluator are connected.
Missing or unresolved evidence
Verified: Not verified
Replay evidence includes annotations and an assessment of dependence. Unknown independence permits descriptive analysis only.
Missing or unresolved evidence
Verified: Not verified
A pinned recipe describes the inputs, environment and resource requirements.
Missing or unresolved evidence
Verified: Not verified
Separate data and exposure records support an independent test.
Missing or unresolved evidence
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.
No verified artifact manifest is connected to this record yet. The gaps above identify what is needed before analysis can begin.
SCMBench paired RNA-ATAC integration accuracy
Metadata review: source checked. Unreported conditions prevent automatic comparisons.
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.
Source checking verifies the cited claim or transcription. It does not establish independent reproduction.
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.
36 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Not reported Context-only references | SCMBench: benchmarking domain-specific and foundation models for single-cell multi-omics data integration Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published article, Nature Communications 2026 (PMC13342640.1) | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: adaptation Not reported Context-only references | SCMBench Supplementary Data 2 (integration results) Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplementary Data 2 (MOESM4) of the published article | missing or unspecified No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean of four metrics; mean across datasets Context-only references | SCMBench: benchmarking domain-specific and foundation models for single-cell multi-omics data integration Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published article, Nature Communications 2026 (PMC13342640.1) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: aggregation Mean of four metrics; mean across datasets Context-only references | SCMBench Supplementary Data 2 (integration results) Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplementary Data 2 (MOESM4) of the published article | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | SCMBench: benchmarking domain-specific and foundation models for single-cell multi-omics data integration Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published article, Nature Communications 2026 (PMC13342640.1) | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: budget Not reported Context-only references | SCMBench Supplementary Data 2 (integration results) Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplementary Data 2 (MOESM4) of the published article | missing or unspecified No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Not reported Context-only references | SCMBench: benchmarking domain-specific and foundation models for single-cell multi-omics data integration Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published article, Nature Communications 2026 (PMC13342640.1) | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: dataset version Not reported Context-only references | SCMBench Supplementary Data 2 (integration results) Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplementary Data 2 (MOESM4) of the published article | missing or unspecified No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs scRNA-seq counts and scATAC-seq peaks (gene activity scores for foundation models) Context-only references | SCMBench: benchmarking domain-specific and foundation models for single-cell multi-omics data integration Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Published article, Nature Communications 2026 (PMC13342640.1) | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| Comparison: inputs scRNA-seq counts and scATAC-seq peaks (gene activity scores for foundation models) Context-only references | SCMBench Supplementary Data 2 (integration results) Supplementary Data 2, sheet 'paired_inte_overall', row 4 'scJoint' Shared locator for this statement’s cited sources; not a separate locator for each citation. Version: Supplementary Data 2 (MOESM4) of the published article | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Release 2026-10-23-5347695500ed · Record review: source checked
Stable ID: lit-cells-networks-20261011-scmbench-eval-paired-paired-overall-scjoint