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. 2025 Feb 4;15:4261. doi: 10.1038/s41598-025-88297-6

Table 7.

Avoided biopsies for a rate of CsPCa wrongly classified (false negative rate).

Missing CsPCa (%) LR (%) RR (%) LASSO (%) Elastic net (%) CTree (%) RF (%) XGBoost (%) Nnet (%)
5 31.9 25.8 25.1 24.7 Napp 28.4 28.7 30.6
10 40.6 39 40.1 40.1 33.0 41.7 41.8 41.7

Napp not applicable, LR logistic regression, RR ridge regression, CTree classification tree, RF random forest, XGBoost extreme gradient boosting, Nnet neural network.