Model | Features | N test | AUC [95% CI] | ACC [95% CI] | SENS [95% CI] | SPES [95% CI] | PREC [95% CI] | bACC [95% CI] |
---|---|---|---|---|---|---|---|---|
CNN-baseline | Image data | 43 | 0.429 [0.249,0.616] | 0.674 [0.535,0.814] | 1.000 [1.000,1.000] | 0.000 [0.000,0.000] | 0.674 [0.535,0.814] | 0.500 [0.500, 0.500] |
RF-baseline | Clinical data | 43 | 0.563 [0.392,0.735] | 0.581 [0.442,0.721] | 0.793 [0.636,0.929] | 0.143 [0.000,0.357] | 0.657 [0.500,0.811] | 0.468 [0.352,0.591] |
RF-baseline | Radiomics | 43 | 0.286 [0.112,0.494] | 0.512 [0.372,0.651] | 0.655 [0.480,0.815] | 0.214 [0.000,0.455] | 0.633 [0.464,0.800] | 0.435 [0.303,0.576] |
RF-baseline | DF-imm | 43 | 0.541 [0.359,0.724] | 0.628 [0.488,0.767] | 0.759 [0.600,0.903] | 0.357 [0.118,0.600] | 0.710 [0.533,0.867] | 0.558 [0.405,0.711] |
RF-delta | Clinical data | 21 | 0.550 [0.301,0.795] | 0.524 [0.333,0.762] | 0.636 [0.333,0.900] | 0.400 [0.100,0.714] | 0.538 [0.250,0.818] | 0.518 [0.306,0.750] |
RF-delta | Radiomics | 36 | 0.598 [0.353,0.848] | 0.639 [0.472,0.778] | 0.680 [0.500,0.857] | 0.545 [0.231,0.857] | 0.773 [0.588,0.947] | 0.613 [0.429,0.788] |
RF-delta | DF-imm | 36 | 0.525 [0.315,0.743] | 0.556 [0.389,0.722] | 0.760 [0.571,0.920] | 0.091 [0.000,0.300] | 0.655 [0.481,0.824] | 0.425 [0.315,0.554] |
RF-longitudinal | Clinical data | 33 | 0.585 [0.367,0.783] | 0.545 [0.364,0.697] | 0.600 [0.381,0.812] | 0.462 [0.182,0.727] | 0.632 [0.412,0.850] | 0.531 [0.360,0.698] |
RF-longitudinal | Radiomics | 40 | 0.528 [0.341,0.701] | 0.558 [0.395,0.698] | 0.724 [0.562,0.88] | 0.214 [0.000,0.455] | 0.656 [0.484,0.818] | 0.469 [0.338,0.612] |
RF-longitudinal | DF-imm | 40 | 0.702 [0.515,0.867] | 0.750 [0.625,0.875] | 0.885 [0.750,1.000] | 0.500 [0.214,0.769] | 0.767 [0.606,0.914] | 0.692 [0.540,0.840] |