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. 2025 Jul 16;25:1178. doi: 10.1186/s12885-025-14462-9

Table 2.

The classification evaluation results of various methods in both binary classification and multi-class classification scenarios

Acc (%) Pre (%) Sp (%) Se (%) F1-score (%) ROC AUC PR AUC MCC
Binary Classification Result
 Internal Wang et al. [37] 82.91 79.65 78.33 87.72 83.33 0.8714 0.8624 0.6623
Lin et al. [38] 86.51 86.89 87.50 85.48 86.18 0.8950 0.9072 0.7301
Zhou et al. [39] 82.54 81.25 81.25 83.87 82.54 0.8443 0.8486 0.6512
proposed 95.24 96.67 96.87 93.55 95.08 0.9591 0.9636 0.9051
 External Wang et al. [37] 79.25 75.00 80.00 78.26 76.60 0.8216 0.8144 0.5801
Lin et al. [38] 84.91 80.00 83.33 86.96 83.33 0.8765 0.8672 0.6979
Zhou et al. [39] 77.36 70.37 73.33 82.61 76.00 0.8354 0.7953 0.5546
proposed 92.45 88.00 90.00 95.65 91.67 0.9348 0.9215 0.8504
Multi-class Classification Result
 Internal Wang et al. [37] 82.40 81.11 91.36 82.12 81.51 0.8108 0.8076 0.7363
Lin et al. [38] 85.33 84.45 92.73 85.07 84.72 0.8486 0.8642 0.7793
Zhou et al. [39] 85.78 83.94 92.47 84.41 84.17 0.8675 0.8869 0.7785
proposed 92.44 92.20 96.15 92.16 92.18 0.9190 0.9326 0.8845
 External Wang et al. [37] 79.45 79.36 89.61 79.98 79.61 0.8403 0.8243 0.7055
Lin et al. [38] 82.19 81.93 91.09 82.75 82.16 0.8709 0.8688 0.7398
Zhou et al. [39] 83.56 83.53 91.68 84.20 83.80 0.8921 0.8837 0.7669
proposed 90.41 90.46 95.08 90.65 90.52 0.9134 0.9346 0.8631