pancreas

Evaluation results

Release 2026-09-19-eb6149e5d766 · 69 evaluations · 821 metric rows. Different protocols are not a single leaderboard. Charts retain each source table’s protocol and dataset.

Evaluation setupMetricEvidence origin

Results grouped by the exact reported evaluation
Metric and finding	Coverage and uncertainty	Evidence
scanorama_full · scIB official RNA metrics export · pancreas Configuration: scanorama_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.9994175276521 cLISI Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 63, column 13 (cLISI) Source checking is not independent reproduction.
fastmnn_full · scIB official RNA metrics export · pancreas Configuration: fastmnn_full · hvg, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.259244985285162 hvg_overlap Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 374, column 14 (hvg_overlap) Source checking is not independent reproduction.
scvi_embed · scIB official RNA metrics export · pancreas Configuration: scvi_embed · hvg, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.9492497974437232 ARI_cluster/label Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 230, column 3 (ARI_cluster/label) Source checking is not independent reproduction.
0.4372361330169315 kBET Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 230, column 11 (kBET) Source checking is not independent reproduction.
scvi_embed · scIB official RNA metrics export · pancreas Configuration: scvi_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.3348520347498182 kBET Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 231, column 11 (kBET) Source checking is not independent reproduction.
scanorama_full · scIB official RNA metrics export · pancreas Configuration: scanorama_full · hvg, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.4626764321851989 cell_cycle_conservation Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 50, column 7 (cell_cycle_conservation) Source checking is not independent reproduction.
scanorama_embed · scIB official RNA metrics export · pancreas Configuration: scanorama_embed · hvg, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.4236512601922275 kBET Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 38, column 11 (kBET) Source checking is not independent reproduction.
0.3170986532033739 iLISI Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 38, column 12 (iLISI) Source checking is not independent reproduction.
0.999419542243468 cLISI Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 38, column 13 (cLISI) Source checking is not independent reproduction.
bbknn_knn · scIB official RNA metrics export · pancreas Configuration: bbknn_knn · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.855748291189953 cLISI Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 207, column 13 (cLISI) Source checking is not independent reproduction.
combat_full · scIB official RNA metrics export · pancreas Configuration: combat_full · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.9573493550229556 graph_conn Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 279, column 10 (graph_conn) Source checking is not independent reproduction.
0.2071099253393 hvg_overlap Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 279, column 14 (hvg_overlap) Source checking is not independent reproduction.
0.8773995599969351 ASW_label/batch Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 279, column 5 (ASW_label/batch) Source checking is not independent reproduction.
desc_embed · scIB official RNA metrics export · pancreas Configuration: desc_embed · full_feature, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.885149534255942 PCR_batch Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 399, column 6 (PCR_batch) Source checking is not independent reproduction.
seuratrpca_full · scIB official RNA metrics export · pancreas Configuration: seuratrpca_full · hvg, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.125 isolated_label_F1 Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 110, column 8 (isolated_label_F1) Source checking is not independent reproduction.
conos_knn · scIB official RNA metrics export · pancreas Configuration: conos_knn · hvg, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.0 iLISI Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 254, column 12 (iLISI) Source checking is not independent reproduction.
saucie_embed · scIB official RNA metrics export · pancreas Configuration: saucie_embed · hvg, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.7903572966889691 PCR_batch Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 146, column 6 (PCR_batch) Source checking is not independent reproduction.
conos_knn · scIB official RNA metrics export · pancreas Configuration: conos_knn · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.9977751722239742 cLISI Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 255, column 13 (cLISI) Source checking is not independent reproduction.
scanvi_embed · scIB official RNA metrics export · pancreas Configuration: scanvi_embed · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.5584926120936871 isolated_label_silhouette Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 243, column 9 (isolated_label_silhouette) Source checking is not independent reproduction.
seurat_full · scIB official RNA metrics export · pancreas Configuration: seurat_full · full_feature, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.8659656801869909 NMI_cluster/label Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 75, column 2 (NMI_cluster/label) Source checking is not independent reproduction.
fastmnn_embed · scIB official RNA metrics export · pancreas Configuration: fastmnn_embed · full_feature, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.5446313940890135 isolated_label_silhouette Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 351, column 9 (isolated_label_silhouette) Source checking is not independent reproduction.
conos_knn · scIB official RNA metrics export · pancreas Configuration: conos_knn · hvg, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.995938521544692 graph_conn Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 266, column 10 (graph_conn) Source checking is not independent reproduction.
mnn_full · scIB official RNA metrics export · pancreas Configuration: mnn_full · full_feature, scaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.5412018820643429 ASW_label Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 15, column 4 (ASW_label) Source checking is not independent reproduction.
desc_embed · scIB official RNA metrics export · pancreas Configuration: desc_embed · hvg, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.5516811527076216 kBET Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 386, column 11 (kBET) Source checking is not independent reproduction.
combat_full · scIB official RNA metrics export · pancreas Configuration: combat_full · hvg, unscaledProtocol: scIB official RNA metrics export · pancreasDataset subset: pancreas scIB official RNA metrics export Author-reported evaluation · Evaluation metadata: discovered
0.106060606060606 isolated_label_F1 Unit: score · Direction: higher Aggregation: unreported	Uncertainty: status: unreported Scored: Not reported · Eligible: Not reported	source checkedscIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · data/metrics.csv row 278, column 8 (isolated_label_F1) Source checking is not independent reproduction.

Subset and evaluation context

This record describes a particular subset or cohort used in an evaluation. Its results do not describe the full dataset.

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.

3 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-19-eb6149e5d766
Property and statement	Original source and location	Review and provenance
attributes.source_locator data/metrics.csv row 2, column 2 (NMI_cluster/label) Context-only references	scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f Original source ↗ data/metrics.csv row 2, column 2 (NMI_cluster/label) Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f Retrieved: 2026-09-19	not individually reviewed No individual claim review recorded Audit details Field: `attributes.source_locator` Source artifact SHA-256: `d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6` Hash scope: Exact downloaded bytes, before optional gzip storage Inspected artifact
description Source-defined subset: pancreas. Exact membership and scoring coverage remain as reported in the cited artifact. Context-only references	scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f Original source ↗ data/metrics.csv row 2, column 2 (NMI_cluster/label) Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f Retrieved: 2026-09-19	not individually reviewed No individual claim review recorded Audit details Field: `description` Source artifact SHA-256: `d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6` Hash scope: Exact downloaded bytes, before optional gzip storage Inspected artifact
name pancreas Context-only references	scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f Original source ↗ data/metrics.csv row 2, column 2 (NMI_cluster/label) Version: 3afbffd3674726e5146797be21cf6bd7470a2c5f Retrieved: 2026-09-19	not individually reviewed No individual claim review recorded Audit details Field: `name` Source artifact SHA-256: `d130cca3688cfe192e2a6df8fa52a0b345d099e259f79014ccf6b90442e626b6` Hash scope: Exact downloaded bytes, before optional gzip storage Inspected artifact

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Sources and history

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Release 2026-09-19-eb6149e5d766 · Record review: discovered

1 source records and release history

scIB: 3afbffd3674726e5146797be21cf6bd7470a2c5f · Original source · 3afbffd3674726e5146797be21cf6bd7470a2c5f

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