LOL: a Python package for leakage-aware phenotype prediction and confounding diagnostics in GEO transcriptomics datasets
Phenotype prediction from public gene-expression data is straightforward to implement but reliable prediction is harder. Leakage during feature selection can inflate performance estimates. Class imbalance can hide poor performance in minority classes. Confounds like tissue type, repeated sampling, and demographic diffe...