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Sun et al. 2026 unseen-perturbation DE classification (within cell line)
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18 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| Comparison: adaptation Trained per split Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: aggregation Single cell line Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: budget Not reported Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | missing or unspecified No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: dataset version Not reported Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | missing or unspecified No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: inputs Training perturbations with observed expression or DE labels, control-cell expression, and a perturbation representation (GenePT, LLM-derived or learned embedding) where the method uses one Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: metric implementation Wilcoxon rank-sum DE calls, BH-adjusted p < 0.01, on predicted and observed expression Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: population Not reported Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | missing or unspecified No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: protocol id lit-cells-networks-20261011-sun2026de-protocol-within-cell-line Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Comparison: split 60/40 split by perturbation Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
| Origin independent_paper Context-only references | Beyond Expression Prediction: Benchmarking Differential Expression Classification in Single-Cell Perturbation Models Table 1, row 'scVI sampling' Version: bioRxiv preprint version 1, posted 2026-07-24 | not individually reviewed No individual claim review recorded independent paper Source has a recorded evidence concern. Consult its source page before using the claim. Audit detailsField: Source artifact SHA-256: Hash scope: Exact bytes of one download; bioRxiv serves slightly different PDF bytes per download, so the gzip copy in artifacts/ is the reference. |
Release 2026-10-23-5347695500ed · Record review: source checked
Stable ID: lit-cells-networks-20261011-sun2026de-eval-within-k562-scvi-sampling