Systematic variation (evaluation concept)
Also known as: systematic variation
Systema shows that systematic variation between perturbed and control cells can lead to overestimated performance of genetic perturbation response predictors. VC0052
Review pending Version 0.1.0 · status: draft · last expert review: not yet reviewed
Relations
| Subject | Relation | Object | Confidence | Evidence (role) |
|---|---|---|---|---|
| Systematic variation | associated with | Perturbation response prediction | high | VC0052 benchmark Systematic variation can lead to overestimated predictor performance. |
Appears in research topics
- AI virtual cell models (Models)
- Validating virtual cells: benchmarks, baselines and critiques (Validation)
Appears in library items (1)
Items whose title, tags or one-line summary match this entity (derived from the data), plus the items cited as evidence for the description.
- VC0052 Systema: a framework for evaluating genetic perturbation response prediction beyond systematic variation. — Viñas Torné R, Wiatrak M, Piran Z, Fan S, Jiang L, Teichmann SA, Nitzan M, Brbić M., Nature biotechnology, 2025
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