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. 2024 Aug 2;3:107. doi: 10.1038/s44172-024-00254-9

Table 5.

Statistical testing results of the hold-out set with an additional four kidneys using the final production CNN model

(A)
Tissue Testing of the hold-out set using the final CNN model
Cortex Medulla Calyx Fat Pelvis  Carcinoma
True Cortex 9997 0 0 3 0 0
Medulla 0 10000 0 0 0 0
Calyx 161 1 9697 90 0 51
Fat 0 0 32 9968 0 0
Pelvis 0 0 0 0 10000 0
Carcinoma 0 0 0 35 196 9796
(B)
Performance metrics of the hold-out set testing using the final CNN model
Tissue Accuracy Precision Recall F1 score
Cortex 99.73% 98.42% 99.97% 99.19%
Medulla 100.00% 99.99% 100.00% 100.00%
Calyx 99.44% 99.67% 96.97% 98.30%
Fat 99.73% 98.73% 99.68% 99.20%
Pelvis 99.67% 98.33% 100.00% 99.16%
Carcinoma 99.53% 99.48% 97.96% 98.71%

A: confusion matrix and B: performance metrics.