Result

0.782 roc-auc

roc-auc — ucc-research-eval-sctab-uncertainty-absent

Tested configuration: scTab — scTab Table 1
Protocol: scTab deep-ensemble uncertainty ROC-AUC: known-type vs. absent-type (Group 1 vs. Group 3)
Dataset: scTab processed CELLxGENE 2023-05-15 donor holdouts
Procedure: Not reported
Evaluation: sctab uncertainty absent-type discrimination
Coverage: scored: unreported; eligible: unreported
Uncertainty: Not reported
Evidence: Author-reported evaluation · source checkedscTab: Scaling cross-tissue single-cell annotation models · Methods, "Uncertainty quantification for scTab model": "Group 1 and Group 3 can be separated with an ROC-AUC score of 0.782"

A source-checked result verifies the numerical transcription, not every model or protocol detail. Evaluation metadata: source checked. Source checked does not mean independently reproduced.

Reproduction

Split: donor-based; not whole-study or whole-platform holdout
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.
Scoring implementation: Not reported

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.

Access requirements and official instructions: scTab deep-ensemble uncertainty ROC-AUC: known-type vs. absent-type (Group 1 vs. Group 3)

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.

Evidence

Source checking verifies the cited claim or transcription. It does not establish independent reproduction.

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.

1 evidence row matching the loaded filters

Claims, original sources and review scope · Release 2026-10-06-161b59a1d02c
Property and statement	Original source and location	Review and provenance
Reported result 0.782 Individual claims	scTab: Scaling cross-tissue single-cell annotation models Original source ↗ Methods, "Uncertainty quantification for scTab model": "Group 1 and Group 3 can be separated with an ROC-AUC score of 0.782" Version: 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30 Retrieved: 2026-09-30T21:23:28Z	source checked automated source review · 2026-10-06T22:08:45Z author reported Audit details Source-backed primary-text transcription and independent re-verification against the already-catalogued scTab source (byte-identical SHA-256 re-check), continuing the bounded 2026-10-06 research dossier (docs/omics/evidence-research/cell-type-annotation-transfer-2026-10-06.md). Revised after an independent review found the averaging order, ensemble terminology and training-setting link needed correction; see below. No new model execution, independent experimental replication, or qualified human scientific review. Field: `attributes.printed_value` Source artifact SHA-256: `Not recorded` Hash scope: Hash scope not separately documented; inspect source record Inspected artifact

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Sources and history

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Release 2026-10-06-161b59a1d02c · Record review: source checked

1 source records and release history

scTab: Scaling cross-tissue single-cell annotation models · Original source · 10.1038/s41467-024-51059-5; published article XML retrieved 2026-09-30

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Technical metadata and extraction receipts

Stable ID: ucc-research-result-sctab-uncertainty-absent-rocauc

metric: roc-auc
metric direction: higher
unit: fraction
printed value: 0.782
numeric value: 0.782
source locator: Methods, "Uncertainty quantification for scTab model": "Group 1 and Group 3 can be separated with an ROC-AUC score of 0.782"
uncertainty: Not reported
review: method: automated_source_review; actor: Claude Sonnet cell-type-annotation-transfer evidence-research worker; reviewed at: 2026-10-06T22:08:45Z; note: Source-backed primary-text transcription and independent re-verification against the already-catalogued scTab source (byte-identical SHA-256 re-check), continuing the bounded 2026-10-06 research dossier (docs/omics/evidence-research/cell-type-annotation-transfer-2026-10-06.md). Revised after an independent review found the averaging order, ensemble terminology and training-setting link needed correction; see below. No new model execution, independent experimental replication, or qualified human scientific review.
scope note: Unknown/absent-type detection. Not to be added to, averaged with, or described interchangeably with ucc-research-result-sctab-uncertainty-error-rocauc (0.891), which measures a separate known-type error-detection endpoint.

Related records

evaluation: sctab uncertainty absent-type discrimination

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