This paper-specific evaluation tests Cross-dataset single-cell drug response transfer using scXDR transfer scenario 2.
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Record type | Paper-specific task; protocol incompletely extractedscXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scXDR row, Scenario 2 column; Table 2, scVI row, Scenario 2 column |
| Inputs | scXDR transfer scenario 2scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scXDR row, Scenario 2 column; Table 2, scVI row, Scenario 2 column |
| Assessment | AUCscXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scXDR row, Scenario 2 column; Table 2, scVI row, Scenario 2 column |
| Recorded split or evaluation setting | UnextractedscXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scXDR row, Scenario 2 column; Table 2, scVI row, Scenario 2 column |
| Datasets | Not extracted or verified for this record. |
| Organisms | Not extracted or verified for this record. |
| Assays | Not extracted or verified for this record. |
| Adaptation | Not extracted or verified for this record. |
| Baselines | Not extracted or verified for this record. |
Outline of the existing paper extraction. Split membership, fitting details and scorer implementation remain incompletely reviewed.
The existing paper extraction describes: Single-cell-to-single-cell transfer; source scenario 2. This description is retained with the exact evaluation records; it is not a new protocol reconstruction.
scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scXDR row, Scenario 2 column; Table 2, scVI row, Scenario 2 columnRelease 2026-09-16-d74d282221a9 · 2 evaluations · 2 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| scXDR: Cross-dataset single-cell drug response transfer Model: scXDR · Benchmark: Cross-dataset single-cell drug response transfer · Dataset: scXDR transfer scenario 2 Single-cell-to-single-cell transfer; source scenario 2. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.8248 AUC Unit: unitless · Direction: unknown | Uncertainty: ± 0.1573 standard deviation Scored: Not reported · Eligible: Not reported | source checkedscXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning · Table 2, scXDR row, Scenario 2 column Source checking is not independent reproduction. |
| 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. |
Catalogue extraction inspected; protocol claims remain limited to the cited evidence. Missing details are not presumed absent from the original paper.
Stable record: reported-task-167f08013c270eRelease 2026-09-16-d74d282221a9 · Record review: needs review
Stable ID: reported-task-167f08013c270e