Table 7.
Overall results using CNNs for clinical features (crop).
| CNN | Family | Overall family | Gender | Overall gender | Smoke | Overall smoke | Ensemble | |||
|---|---|---|---|---|---|---|---|---|---|---|
| Yes | No | Male | Female | Former | Current | Average | ||||
| CNN1 | 65.11 (0.78) | 68.04 (0.78) | 67.5 (0.78) | 64.7 (0.77) | 69.3 (0.77) | 66.67 (0.77) | 70.75 (0.79) | 64.88 (0.72) | 67.5 (0.75) | 73 0.8 |
| CNN2 | 67.4 (0.76) | 67.52 (0.78) | 67.5 (0.77) | 67.64 (0.76) | 71.3 (0.8) | 69.19 (0.78) | 70.75 (0.79) | 65.56 (0.72) | 67.93 (0.75) | 73.83 0.81 |
| CNN3 | 62.79 (0.74) | 66.5 (0.74) | 65.8 (0.74) | 64.7 (0.76) | 65.34 (0.71) | 64.97 (0.72) | 64.15 (0.69) | 65.56 (0.66) | 64.97(0.66) | 72.15 0.76 |
Note: Accuracy and AUC in brackets obtained from each clinical feature group are shown in this table. An overall model was made by combining predictions of the individual subgroups. Ensemble by averaging was the ensemble of all three clinical features for each CNN.