Table 2 The diagnostic performance for ablation studies.
From: Multimodal-based auxiliary diagnosis for pediatric community acquired pneumonia
Modality | Accuracy (95% CI) | Precision (95% CI) | Recall (95% CI) | F1-Score (95% CI) |
|---|---|---|---|---|
Chest X-Ray (ResNet-50) | 0.846 (0.838 - 0.854) | 0.837 (0.809 - 0.866) | 0.863 (0.830 - 0.897) | 0.849 (0.842 - 0.856) |
CXR w/o augmentations | 0.811 (0.808 - 0.815) | 0.799 (0.771 - 0.827) | 0.838 (0.792 - 0.884) | 0.816 (0.807 - 0.825) |
Aggressive augmentations | 0.828 (0.818 - 0.837) | 0.827 (0.817 - 0.836) | 0.831 (0.814 - 0.847) | 0.828 (0.819 - 0.838) |
Lab tests | 0.835 (0.825 - 0.846) | 0.813 (0.800 - 0.826) | 0.872 (0.846 - 0.898) | 0.841 (0.830 - 0.853) |
Clinical text | 0.906 (0.905 - 0.908) | 0.877 (0.874 - 0.880) | 0.946 (0.939 - 0.952) | 0.910 (0.908 - 0.912) |
Chest X-Ray + Lab tests | 0.869 (0.859 - 0.879) | 0.868 (0.841 - 0.894) | 0.874 (0.851 - 0.897) | 0.870 (0.862 - 0.878) |
Chest X-Ray + Clinical text | 0.934 (0.928 - 0.939) | 0.917 (0.893 - 0.940) | 0.952 (0.933 - 0.970) | 0.935 (0.931 - 0.940) |
Lab tests + Clinical text | 0.921 (0.911 - 0.929) | 0.894 (0.888 - 0.901) | 0.953 (0.939 - 0.967) | 0.923 (0.914 - 0.932) |
Multimodal | 0.942 (0.937 - 0.946) | 0.932 (0.918 - 0.947) | 0.953 (0.944 - 0.962) | 0.943 (0.939 - 0.946) |
