Source-defined subset: pancreas. Exact membership and scoring coverage remain as reported in the cited artifact.
69 evaluations · 821 results. Different protocols are not a single leaderboard.
Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: scanorama_full · full_feature, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.999 Scib clisi unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescanorama_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 63, column 13 (cLISI) |
| Configuration: fastmnn_full · hvg, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.259 Scib HVG overlap unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcefastmnn_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 374, column 14 (hvg_overlap) |
| Configuration: scvi_embed · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.949 Adjusted rand index (clusters vs cell-type labels) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescvi_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 230, column 3 (ARI_cluster/label) |
| Configuration: scvi_embed · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.335 Scib kbet unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescvi_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 231, column 11 (kBET) |
| Configuration: scanorama_full · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.463 Scib cell cycle conservation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescanorama_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 50, column 7 (cell_cycle_conservation) |
| Configuration: scanorama_embed · hvg, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.424 Scib kbet unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescanorama_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 38, column 11 (kBET) |
| Configuration: bbknn_knn · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.856 Scib clisi unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcebbknn_knn · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 207, column 13 (cLISI) |
| Configuration: combat_full · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.957 Scib graph connectivity unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcecombat_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 279, column 10 (graph_conn) |
| Configuration: combat_full · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.207 Scib HVG overlap unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcecombat_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 279, column 14 (hvg_overlap) |
| Configuration: desc_embed · full_feature, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.885 Scib pcr batch unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcedesc_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 399, column 6 (PCR_batch) |
| Configuration: seuratrpca_full · hvg, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.125 Scib isolated label F1 unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceseuratrpca_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 110, column 8 (isolated_label_F1) |
| Configuration: conos_knn · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0 Scib ilisi unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceconos_knn · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 254, column 12 (iLISI) |
| Configuration: saucie_embed · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.79 Scib pcr batch unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcesaucie_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 146, column 6 (PCR_batch) |
| Configuration: conos_knn · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.998 Scib clisi unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceconos_knn · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 255, column 13 (cLISI) |
| Configuration: scanvi_embed · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.558 Scib isolated label silhouette unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescanvi_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 243, column 9 (isolated_label_silhouette) |
| Configuration: seurat_full · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.866 Normalized mutual information (clusters vs cell-type labels) unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceseurat_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 75, column 2 (NMI_cluster/label) |
| Configuration: scanorama_embed · hvg, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.317 Scib ilisi unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescanorama_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 38, column 12 (iLISI) |
| Configuration: scanorama_embed · hvg, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.999 Scib clisi unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescanorama_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 38, column 13 (cLISI) |
| Configuration: fastmnn_embed · full_feature, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.545 Scib isolated label silhouette unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcefastmnn_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 351, column 9 (isolated_label_silhouette) |
| Configuration: conos_knn · hvg, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.996 Scib graph connectivity unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceconos_knn · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 266, column 10 (graph_conn) |
| Configuration: mnn_full · full_feature, scaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.541 Scib asw label unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcemnn_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 15, column 4 (ASW_label) |
| Configuration: combat_full · full_feature, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.877 Scib asw batch unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcecombat_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 279, column 5 (ASW_label/batch) |
| Configuration: scvi_embed · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.437 Scib kbet unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescvi_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 230, column 11 (kBET) |
| Configuration: desc_embed · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.552 Scib kbet unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcedesc_embed · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 386, column 11 (kBET) |
| Configuration: combat_full · hvg, unscaled | Protocol: scIB official RNA metrics export · pancreas Dataset subset: pancreas | 0.106 Scib isolated label F1 unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcecombat_full · scIB official RNA metrics export · pancreas scIB official RNA metrics export Aggregation: unreported scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 278, column 8 (isolated_label_F1) |
Source checking is not independent reproduction. Release 2026-11-02-a7f03c9e55a5.
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 2026-11-02-a7f03c9e55a5 · 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.
This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.
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.
3 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Source location data/metrics.csv row 2, column 2 (NMI_cluster/label) Context-only references | scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f data/metrics.csv row 2, column 2 (NMI_cluster/label) Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact downloaded bytes, before optional gzip storage |
| Description Source-defined subset: pancreas. Exact membership and scoring coverage remain as reported in the cited artifact. Context-only references | scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f data/metrics.csv row 2, column 2 (NMI_cluster/label) Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact downloaded bytes, before optional gzip storage |
| Name pancreas Context-only references | scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f data/metrics.csv row 2, column 2 (NMI_cluster/label) Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Exact downloaded bytes, before optional gzip storage |
Release 2026-11-02-a7f03c9e55a5 · Record review: discovered
Stable ID: acquired-dataset-846290e341debcdcb243