47-Dataset Benchmark Validation Results for Pathway Subtyping Framework v0.4.0
Abstract
Version 2 — Corrected (2026-07-09). This version corrects errors in the original release.The adaptive bootstrap-threshold model previously reported at R^2=0.889 does not reproduce and is retracted (refit R^2~0.11 on released data; ~0.015 on valid rows). Fourteen benchmark rows have degenerate ground truth (n_true_clusters=1) and are flagged invalid — the empty-input adjusted-Rand-index artifact gave 13 of them a spurious ARI=1.0 (the 14th, GSE136196, returned 0.0); one row had impossible labels; the claim that the benchmark excludes the manuscript analysis dataset (TCGA-COAD) was incorrect and is withdrawn; dataset counts and sample totals are restated (41 unique datasets, not 47; 40,778 samples in passing rows, not 36,551). See ERRATUM_2026-07-08.md. The corrected benchmark shows that discrete-subtype reproducibility is dataset-dependent and low on most independent cohorts — a negative methodological result; it does not support a silhouette-calibrated threshold. This version (v2.0) supersedes v1.0 (10.5281/zenodo.19323754) and v1.1 (10.5281/zenodo.19324360), both retained per Zenodo DOI permanence. Cite the concept DOI going forward.
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 8 July 2026
- Language
- EN
- Document type
- Dataset