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v1.1.0

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@EttoreRocchi EttoreRocchi released this 04 Dec 14:25
· 66 commits to main since this release

Added

  • Threshold calibration with dual methods (OOF and CV) using Youden's J statistic
    • OOF method: Global optimization on concatenated out-of-fold predictions
    • CV method: Per-fold optimization with threshold averaging
    • Auto selection based on dataset size (n < 1000: OOF, otherwise: CV)
  • Grouped cross-validation (StratifiedGroupKFold) to prevent data leakage in clinical datasets

Changed

  • Expanded hyperparameter grids
  • Enhanced CLI information display

Fixed

  • XGBoost feature naming issue with special characters
  • Color scheme in feature importance plots

Documentation

  • Added comprehensive command documentation
    • docs/run-command.md
    • docs/create-config-command.md
    • docs/feature-importance-command.md
  • Updated README with logo, quick start guide, and output structure