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. 2026 Sep 14;20:1883543. doi: 10.3389/fnhum.2026.1883543

Table 12.

Agreement between the hold-out and 5-fold cross-validation estimates of classification accuracy.

Configuration Hold-out accuracy (%) 5-FCV mean ± SD (%) 5-FCV fold range (%) Δ (5-FCV—hold-out, pp) Hold-out estimate within fold range
CNN 93.67 93.95 ± 0.60 93.38–94.66 +0.28 Yes
CNN-KNN 96.58 96.10 ± 0.83 95.30–97.22 −0.48 Yes
CNN-SVM 96.23 95.67 ± 0.57 94.95–96.44 −0.56 Yes
CNN-RF 93.24 93.99 ± 0.72 92.88–94.59 +0.75 Yes