evaluation · needs review
scVI: Cross-dataset single-cell drug response transfer
Evaluation procedure
Single-cell-to-single-cell transfer; source scenario 2.
- Model
- scVI
- Benchmark
- Cross-dataset single-cell drug response transfer
- Dataset
- scXDR transfer scenario 2
- origin
- Independent external evaluation
- configuration
- Not reported
- protocol id
- Not reported
- dataset version
- Not reported
- split
- Not reported
- population
- Not reported
- inputs
- Not reported
- adaptation
- Not reported
- metric implementation
- Not reported
- aggregation
- Not reported
- budget
- Not reported
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
Evaluation results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| scVI: Cross-dataset single-cell drug response transfer Model: scVI · Benchmark: Cross-dataset single-cell drug response transfer · Dataset: scXDR transfer scenario 2 Single-cell-to-single-cell transfer; source scenario 2. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.6970 AUC Unit: unitless · Direction: unknown | Uncertainty: ± 0.2463 standard deviation Scored: Not reported · Eligible: Not reported | source checkedscXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scVI row, Scenario 2 column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Original source · PMC archival version PMC12859067.1
Technical metadata and extraction receipts
Stable ID: evaluation-lit-b3-018
- areas
- cells-tissues
- tasks
- Cross-dataset single-cell drug response transfer
- origin
- independent_paper
- protocol
- Single-cell-to-single-cell transfer; source scenario 2.
- version
- Not reported
- comparison
- protocol id: Not reported; dataset version: Not reported; split: Not reported; population: Not reported; inputs: Not reported; adaptation: Not reported; metric implementation: Not reported; aggregation: Not reported; budget: Not reported
- missing metadata
- model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract
Related records
- model: scVI
- benchmark: Cross-dataset single-cell drug response transfer
- dataset: scXDR transfer scenario 2
- evaluation: scVI · AUC · scXDR transfer scenario 2