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. 2025 May 8;15:16006. doi: 10.1038/s41598-025-99546-z

Table 3.

Prediction ability of models for HNHC patients (Train-test Ratio of 70:30).

Outcome ROC-AUC accuracy sensitivity specificity F1-score
Logistic regression 0.827 0.992 0.074 0.999 0.127
Naive bayes 0.828 0.950 0.567 0.953 0.150
KNN 0.836 0.992 0.012 1.000 0.159
RF 0.869 0.992 0.098 0.999 0.167
MLP 0.872 0.992 0.042 1.000 0.138