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. 2025 Jan 20;25:242. doi: 10.1186/s12889-025-21284-8

Table 1.

Main statistical methods and associated software packages used in this study

Analysis/Model Software/Language Package
Statistical Analyses SPSS (version 22.0) IBM Corp., Armonk, NY, USA
LASSO regression R (version 4.2.3) glmnet (version 4.1.8)
SHAP Model Python (version 3.7) shap (version 0.43.0)
Random Forest (RF) Python (version 3.7) scikit-learn (version 0.20.1)
SMOTE-ENN Balancing Python (version 3.7) imbalanced-learn