To cite the Usmile package and methodology, use the following references: Wieckowska B (2026). _Usmile (Universal Smile Layout for Explanation): Threshold-Free Class-Specific Comparison of Binary Classifiers_. R package version 0.2.0. A BibTeX entry for LaTeX users is @Manual{, title = {Usmile (Universal Smile Layout for Explanation): Threshold-Free Class-Specific Comparison of Binary Classifiers}, author = {Barbara Wieckowska}, year = {2026}, note = {R package version 0.2.0}, } Kubiak KB, Wieckowska B, Jodlowska-Siewert E, Guzik P (2024). “Visualising and quantifying the usefulness of new predictors stratified by outcome class: The U-smile method.” _PLOS ONE_, *19*(5), e0303276. doi:10.1371/journal.pone.0303276 . A BibTeX entry for LaTeX users is @Article{, title = {Visualising and quantifying the usefulness of new predictors stratified by outcome class: The U-smile method}, author = {Katarzyna B. Kubiak and Barbara Wieckowska and Elzbieta Jodlowska-Siewert and Przemyslaw Guzik}, journal = {PLOS ONE}, year = {2024}, volume = {19}, number = {5}, pages = {e0303276}, doi = {10.1371/journal.pone.0303276}, } Wieckowska B, Kubiak KB, Guzik P (2025). “Evaluating the three-level approach of the U-smile method for imbalanced binary classification.” _PLOS ONE_, *20*(4), e0321661. doi:10.1371/journal.pone.0321661 . A BibTeX entry for LaTeX users is @Article{, title = {Evaluating the three-level approach of the U-smile method for imbalanced binary classification}, author = {Barbara Wieckowska and Katarzyna B. Kubiak and Przemyslaw Guzik}, journal = {PLOS ONE}, year = {2025}, volume = {20}, number = {4}, pages = {e0321661}, doi = {10.1371/journal.pone.0321661}, } Wieckowska B, Guzik P (2026). “Usmile likelihood evaluation provides robust threshold free assessment of binary classification models for balanced and imbalanced datasets.” _Scientific Reports_, *16*, 10000. doi:10.1038/s41598-026-40545-z . A BibTeX entry for LaTeX users is @Article{, title = {Usmile likelihood evaluation provides robust threshold free assessment of binary classification models for balanced and imbalanced datasets}, author = {Barbara Wieckowska and Przemyslaw Guzik}, journal = {Scientific Reports}, year = {2026}, volume = {16}, pages = {10000}, doi = {10.1038/s41598-026-40545-z}, } Please cite both the package and the publication describing the methodological component used.