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. 2024 Aug 8;26:e51706. doi: 10.2196/51706

Table 4.

Ablation study on the 3D classification network.



Task and model
Size (MB) Accuracy, mean (SD) Recall, mean (SD) Specificity, mean (SD) Precision, mean (SD) F1-score, mean (SD) AUROCa, mean (SD) P value
1

Proposed 14.2 0.878 (0.017) 0.853 (0.032) 0.913 (0.067) 0.933 (0.045) 0.89 (0.012) 0.00959 (0.00011) N/Ab

Model 1 4.0 0.858 (0.03) 0.827 (0.046) 0.901 (0.058) 0.921 (0.043) 0.87 (0.028) 0.00947 (0.00019) <.001

Model 2 34.5 0.884 (0.014) 0.862 (0.021) 0.914 (0.041) 0.933 (0.03) 0.895 (0.012) 0.00961 (0.00009) .26

Model 3 64.8 0.864 (0.022) 0.851 (0.062) 0.887 (0.074) 0.914 (0.053) 0.878 (0.019) 0.0095 (0.00019) .003
2

Proposed 14.2 0.783 (4.0) 0.808 (0.025) 0.77 (0.054) 0.652 (0.06) 0.721 (0.042) 0.00853 (0.0003) N/A

Model 1 4.0 0.758 (0.048) 0.712 (0.118) 0.783 (0.065) 0.636 (0.064) 0.668 (0.075) 0.00817 (0.0006) .006

Model 2 34.5 0.782 (0.036) 0.795 (0.071) 0.775 (0.074) 0.659 (0.071) 0.716 (0.032) 0.00862 (0.00031) .91

Model 3 64.8 0.756 (0.056) 0.76 (0.059) 0.754 (0.109) 0.634 (0.088) 0.685 (0.037) 0.00826 (0.000047) .003

aAUROC: area under the receiver operating characteristic curve.

bN/A: not applicable.