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  "Title": "Threshold-Free Class-Specific Comparison of Binary Classifiers",
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  "Description": "Implements the U-smile methodology for threshold-free,\nclass-specific comparison of probabilistic binary classifiers.\nThe package quantifies prediction improvement and worsening\nseparately for non-events and events using the Brier alteration\n(BA), relative Brier (RB), improvement proportion (I)\ncoefficients, and relative likelihood ratio (rLR) coefficients,\nand provides U-smile, prediction improvement-worsening,\nreceiver operating characteristic, and precision-recall plots.\nThe original U-smile framework is described in Kubiak et al.\n(2024) <doi:10.1371/journal.pone.0303276>, its three-level\nextension for imbalanced binary classification in Wieckowska et\nal. (2025) <doi:10.1371/journal.pone.0321661>, and the\nlikelihood-based extension in Wieckowska and Guzik (2026)\n<doi:10.1038/s41598-026-40545-z>.",
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