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. 2021 Apr 29;8(3):031905. doi: 10.1117/1.JMI.8.3.031905

Table 3.

Performance metrics of the different models, A1, A2, and B, when trained with the different combinations of three out of the four centers and tested on the held-out center. AUC, area under the receiver operating characteristic curve; Acc, accuracy; Sens, sensitivity; Spec, specificity; MCC, Matthews correlation coefficient.

  Model A1 Model A2 Model B
CV [95% CI] Test [95% CI] CV [95% CI] Test [95% CI] CV [95% CI] Test [95% CI]
Train with centers 2, 3, and 4; test with center 1 AUC 0.95 [0.94; 0.97] 0.75 [0.25; 1.00] 0.93 [0.91; 0.95] 0.67 [0.25; 1.00] 0.81 [0.78; 0.84] 0.83 [0.50; 1.00]
Acc 0.90 [0.88; 0.92] 0.71 [0.35; 0.91] 0.89 [0.86; 0.91] 0.71 [0.35; 0.91] 0.75 [0.72; 0.78] 0.71 [0.35; 0.91]
Sens 0.84 [0.78; 0.90] 0.67 [0.20; 0.93] 0.86 [0.80; 0.92] 0.67 [0.20; 0.93] 0.55 [0.45; 0.65] 0.67 [0.20; 0.93]
Spec 0.93 [0.91; 0.95] 0.75 [0.30; 0.95] 0.90 [0.87; 0.93] 0.75 [0.30; 0.95] 0.85 [0.82; 0.88] 0.75 [0.30; 0.95]
MCC 0.77 [0.72; 0.82] 0.42 [0.19; 0.68] 0.75 [0.70; 0.81] 0.42 [0.19; 0.68] 0.42 [0.33; 0.51] 0.42 [0.19; 0.68]
Train with centers 1, 3, and 4; test with center 2 AUC 0.92 [0.90; 0.94] 0.64 [0.36; 0.91] 0.91 [0.89; 0.94] 0.82 [0.55; 1.00] 0.84 [0.81; 0.86] 0.55 [0.27; 0.82]
Acc 0.85 [0.82; 0.87] 0.75 [0.46; 0.91] 0.85 [0.82; 0.87] 0.67 [0.39; 0.86] 0.77 [0.75; 0.80] 0.83 [0.55; 0.95]
Sens 0.79 [0.75; 0.83] 0.00 [0.00; 0.73] 0.76 [0.69; 0.83] 0.00 [0.00; 0.73] 0.59 [0.53; 0.65] 0.00 [0.00; 0.73]
Spec 0.87 [0.84; 0.91] 0.82 [0.52; 0.94] 0.89 [0.87; 0.91] 0.73 [0.43; 0.90] 0.87 [0.84; 0.90] 0.91 [0.62; 0.98]
MCC 0.67 [0.61; 0.72] -0.13 [-0.38; -0.04] 0.66 [0.60; 0.72] -0.17 [-0.41; -0.06] 0.48 [0.42; 0.54] -0.09 [-0.38; -0.02]
Train with centers 1, 2, and 4; test with center 3 AUC 0.91 [0.89; 0.93] 0.80 [0.62; 0.95] 0.91 [0.89; 0.93] 0.85 [0.38; 0.86] 0.83 [0.80; 0.86] 0.89 [0.56; 0.96]
Acc 0.84 [0.80; 0.88] 0.75 [0.58; 0.86] 0.85 [0.83; 0.88] 0.78 [0.61; 0.88] 0.76 [0.72; 0.79] 0.81 [0.64; 0.90]
Sens 0.75 [0.66; 0.83] 0.86 [0.48; 0.97] 0.82 [0.74; 0.89] 0.57 [0.25; 0.84] 0.54 [0.44; 0.64] 0.86 [0.48; 0.97]
Spec 0.88 [0.84; 0.93] 0.72 [0.54; 0.85] 0.87 [0.83; 0.91] 0.83 [0.65; 0.92] 0.87 [0.82; 0.91] 0.79 [0.61; 0.90]
MCC 0.64 [0.55; 0.73] 0.47 [0.41; 0.53] 0.69 [0.63; 0.74] 0.36 [0.30; 0.42] 0.44 [0.34; 0.54] 0.55 [0.48; 0.60]
Train with centers 1, 2, and 3; test with center 4 AUC 0.87 [0.84; 0.89] 0.77 [0.51; 1.00] 0.84 [0.81; 0.87] 0.72 [0.44; 0.93] 0.82 [0.78; 0.85] 0.75 [0.47; 0.97]
Acc 0.82 [0.79; 0.85] 0.59 [0.38; 0.76] 0.83 [0.80; 0.86] 0.36 [0.19; 0.57] 0.77 [0.74; 0.80] 0.27 [0.13; 0.48]
Sens 0.59 [0.50; 0.67] 0.53 [0.30; 0.75] 0.62 [0.53; 0.71] 0.13 [0.03; 0.37] 0.56 [0.46; 0.65] 0.00 [0.00; 0.15]
Spec 0.93 [0.90; 0.97] 0.71 [0.35; 0.91] 0.94 [0.91; 0.96] 0.86 [0.48; 0.97] 0.88 [0.84; 0.92] 0.86 [0.48; 0.97]
MCC 0.59 [0.52; 0.66] 0.23 [0.16; 0.31] 0.61 [0.55; 0.68] -0,01 [-0.07; 0.00] 0.47 [0.39; 0.55] -0.32 [-0.46; -0.20]