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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: scTab — scTab Table 1 | Protocol: scTab deep-ensemble uncertainty ROC-AUC: known-type correct vs. incorrect (Group 1 vs. Group 2) Dataset: scTab processed CELLxGENE 2023-05-15 donor holdouts | 0.891 roc-auc fraction · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcesctab uncertainty known-type error discrimination Not reported Aggregation: Not reported scTab: Scaling cross-tissue single-cell annotation models · Methods, "Uncertainty quantification for scTab model": "Group 1 and Group 2 can even be separated with an ROC-AUC score of 0.891" |
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14 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Deep ensemble of 5 independently trained scTab models; predicted probabilities are averaged across the ensemble first, then uncertainty = 1 minus the maximum of that averaged probability vector. Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation metric-specific; inspect result Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.dataset_version CELLxGENE 2023-05-15 scTab processed corpus Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.inputs Not independently restated in this subsection; the configuration link reflects this subsection's own heading, "Uncertainty quantification for scTab model," not a repeated statement of training settings (e.g., data augmentation) for the ensemble members used here. Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population Group 1 (correct, known-type) vs. Group 2 (incorrect, known-type); exact group sizes not stated in the retrieved main text Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.protocol_id ucc-research-protocol-sctab-uncertainty-error Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split donor-based; not whole-study or whole-platform holdout Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.ensemble_size 5 Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.origin author_reported Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description Author-reported evaluation; no new execution. Context-only references | scTab: Scaling cross-tissue single-cell annotation models No field-specific location recorded Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 | not individually reviewed No individual claim review recorded author reported Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
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Release 2026-10-06-161b59a1d02c · Record review: source checked
Stable ID: ucc-research-eval-sctab-uncertainty-error