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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 |
|---|---|---|---|
| Configuration: Best frozen single-cell foundation model | Task: Donor-aware age-class prediction Dataset: AIDA v2 PBMC cohort | 0.322 Balanced accuracy unitless · unknown Uncertainty: ± 0.008 standard deviation Coverage: Not reported scored / Not reported eligible | Independent external evaluation · Source checkedMethods, coverage and sourceBest frozen single-cell foundation model: Donor-aware age-class prediction Same donor-aware splits and logistic-regression probe as expression PCA; text names Geneformer as best model on AIDA v2. Aggregation: Not reported Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing · Table 2, AIDA v2 row, scFM BA ± SD column |
Source checking is not independent reproduction. Release 2026-09-29-06401fd5b220.
Same donor-aware splits and logistic-regression probe as expression PCA; text names Geneformer as best model on AIDA v2.
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
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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 | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.aggregation Not reported Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.budget Not reported Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.dataset_version 622 donors Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.inputs Not reported Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper 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 | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.population Not reported Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper 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 | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.comparison.split Not reported Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | missing or unspecified No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.origin independent_paper Context-only references | Inflammation-linked aging signals in frozen single-cell foundation models: donor-aware detection and robustness testing No field-specific location recorded Version: PMC archival version PMC13407579.1 | not individually reviewed No individual claim review recorded independent paper Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
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Release 2026-09-29-06401fd5b220 · Record review: needs review
Stable ID: evaluation-lit-b3-013