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. 2025 Jan 25;15:3235. doi: 10.1038/s41598-025-87767-1

Table 5.

(8) eight features classification model report without forward and backward feature techniques.

Statistical analysis Accuracy (%) Precision (%) Recall (%) F1-score (%) MCC (%) AUC_ROC (%) AUC_PR (%)
Decision slump 70.00 55.67 60.67 58.06 34.29 67.46 59.42
J48 73.83 62.50 61.80 62.15 42.15 71.02 64.47
CART 69.53 56.47 53.93 55.17 32.13 65.89 61.31
RF 75.79 64.21 68.54 66.30 47.49 74.09 71.38
XG boost 73.05 62.50 56.18 59.17 39.26 69.11 63.38
ADA Boostingm1 75.79 64.21 68.54 66.30 47.49 74.09 71.38
Gradient boosting 76.79 66.21 68.54 66.30 57.49 78.09 75.38