These checks assess whether the evidence supports a reproducible investigation. A source-checked score alone does not meet these requirements.
Release 2026-09-29-06401fd5b220 · Evidence verified: Not verified
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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 |
|---|---|---|---|
| Pipeline: scRegNet (scBERT backbone) | Task: Gene-regulatory link prediction Dataset: hESC cell-type-specific GRN | 0.88 AUROC unitless · unknown Uncertainty: ± 0.00 as printed Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourcescRegNet (scBERT backbone): Gene-regulatory link prediction TFs plus 500 variable genes; mean from 50 independent evaluations. Aggregation: Not reported Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning · Table 2, scRegNet (w/ scBERT) row, hESC AUROC entry |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
TFs plus 500 variable genes; mean from 50 independent evaluations.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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.
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One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
17 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.comparison.adaptation Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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.budget Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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.metric_implementation Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 Not reported Context-only references | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | missing or unspecified 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 | Prediction of Gene Regulatory Connections with Joint Single-Cell Foundation Models and Graph-Based Learning No field-specific location recorded Version: PMC11838224.2 | 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 |
View linked audit checks and correction history
Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: evaluation-lit-032