Overview
Tuned boosted trees, full training set
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
3 evaluations · 4 results. Different protocols are not a single leaderboard.
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Applied filters: All linked evaluations
| Tested configuration | Protocol and dataset | Finding | Evidence and details |
|---|---|---|---|
| Configuration: XGBoost — scTab Table 1 | Protocol: scTab Table 1b: seeded fits plus donor bootstrap Dataset: scTab processed CELLxGENE 2023-05-15 donor holdouts | 0.8136 ± 0.0060 macro-f1 fraction · higher Uncertainty: type: source_printed_spread_semantics_conflicting; value: 0.0060; n: 4; note: Heading: confidence intervals; column: standard deviation. Do not interpret as 95% CI. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNot reported Aggregation: Not reported scTab supplementary comparison tables · Supplementary Table 1b, xgboost row |
| Configuration: XGBoost — scTab Table 1 | Protocol: scTab Table 2 hardware-specific resources Dataset: scTab processed CELLxGENE 2023-05-15 donor holdouts | ~4200 inference-throughput samples/second · higher Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNot reported Aggregation: Not reported scTab supplementary comparison tables · Supplementary Table 2, xgboost, inference time |
| Configuration: XGBoost — scTab Table 1 | Protocol: scTab Table 2 hardware-specific resources Dataset: scTab processed CELLxGENE 2023-05-15 donor holdouts | ~10h training-hours hours · lower Uncertainty: Not reported Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNot reported Aggregation: Not reported scTab supplementary comparison tables · Supplementary Table 2, xgboost, training time |
| Configuration: XGBoost — scTab Table 1 | Protocol: scTab Table 1a: seeded model fits Dataset: scTab processed CELLxGENE 2023-05-15 donor holdouts | 0.8127 ± 0.0005 macro-f1 fraction · higher Uncertainty: type: standard_deviation; value: 0.0005; n: 5 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNot reported Aggregation: Not reported scTab supplementary comparison tables · Supplementary Table 1a, XGBoost row, macro F1 and number-of-runs columns |
Source checking is not independent reproduction. Release 2026-09-30-e37e3ab1284d.
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Evidence
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Evidence table
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Sources and history
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Release 2026-09-30-e37e3ab1284d · Record review: source checked
2 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
- scTab supplementary comparison tables · Original source · Supplementary Information to 10.1038/s41467-024-51059-5
Technical metadata and extraction receipts
Stable ID: ucc-research-config-sctab-xgboost
- review
- method: automated_source_review; actor: Codex research coverage worker; reviewed at: 2026-09-30T21:43:56Z; note: Primary-source table transcription and scope review; no independent reproduction or human scientific review.
- training setting
- Tuned boosted trees, full training set
- missing metadata
- checkpoint sha256: not extracted
Related records
- variant of: XGBoost
- configuration: XGBoost baseline
- configuration: sctab bootstrap xgboost
- configuration: sctab resources xgboost
- configuration: sctab seed xgboost