paper · benchmark creator
Crafted experiments to evaluate feature selection methods for single-cell RNA-seq data
Lineberger Comprehensive Cancer Center, University of North Carolina · University of North Carolina at Chapel Hill · 2025-03-19
Relationship layer
Benchmark usage
This table records what the work did with each benchmark before attempting to normalize a run. Partial claims remain visible without being treated as comparable evaluations.
benchmark creation
crafted-experiments-to-evaluate-feature-selection-meth-crafted-experiments-1-use
Non-evaluationunknown
Benchmark: crafted experiments · version Not reported
- Selection
- not applicable
- Models
- Not reported / not applicable
- Metrics
- Not reported / not applicable
- Linked runs
- None
Not reported / unresolved: Benchmark version is not reported.; An explicit benchmark release date is not reported.; The released crafted-dataset artifact's license is not reported.
AI-assisted double-pass extraction; values are limited to independently supported claims.
Evidence
- section: Introduction
Supports: /relation_type - section: Introduction
Supports: /benchmark_id
evaluation
crafted-experiments-to-evaluate-feature-selection-meth-crafted-experiments-2-use
Partialunknown · n=24
Benchmark: crafted experiments · version Not reported
- Selection
- not reported · Guided tutorials and default parameters; top 2000 ranked features per method, except HIPPO used its zero-proportion-test cutoff
- Metrics
- MultiK low-resolution rank, DiProPerm Z scores, average rank, proportion of crafted genes selected, number of crafted genes selected, number of crafted genes not selected
- Linked runs
- None
Not reported / unresolved: Benchmark version is not reported.; Exact software versions and random seeds are not reported.; Figure 4 bar values are unlabeled, so no numeric model results were extracted.; Conflicted model claim omitted after independent verification; the evaluation relationship is published conservatively.; Conflicted repeats claim omitted after independent verification; the evaluation relationship is published conservatively.; benchmark version; numeric result
AI-assisted double-pass extraction; values are limited to independently supported claims.
Evidence
- section: Results — Crafted experiment applications
Supports: /relation_type - section: Results — Crafted experiment applications
Supports: /benchmark_id - section: Results — Crafted experiment applications
Supports: /scope - section: Results — Crafted experiment applications
Supports: /scope - section: Results — Crafted experiment applications
Supports: /scope - section: Materials and methods — Benchmarking of feature selection methods
Supports: /scope - section: Results — Crafted experiment applications; Reference 16
Supports: /model_ids - section: Results — Crafted experiment applications; Reference 15
Supports: /model_ids - section: Results — Crafted experiment applications; Reference 18
Supports: /model_ids - section: Results — Crafted experiment applications
Supports: /model_ids - other: Article author list; Results — Crafted experiment applications
Supports: /model_ids - other: Article author list; Results — Crafted experiment applications
Supports: /model_ids - other: Article author list; Results — Crafted experiment applications
Supports: /model_ids - section: Materials and methods — Benchmarking of feature selection methods
Supports: /metric_labels - section: Materials and methods — Benchmarking of feature selection methods
Supports: /metric_labels - section: Results — Crafted experiment applications
Supports: /metric_labels - section: Results — Crafted experiment applications
Supports: /metric_labels - section: Results — Crafted experiment applications
Supports: /metric_labels - section: Results — Crafted experiment applications
Supports: /metric_labels
Normalized evaluation runs
This source has no normalized model run. It may be a creator-only source or a partial/non-evaluation benchmark use.