Table 5 Full cross modality comparison.
From: Predicting unplanned readmissions in the intensive care unit: a multimodality evaluation
Method | AUROC | F1 | AUPRC | Precision | Recall |
|---|---|---|---|---|---|
1. ClinicalBERT (C) | 0.7522 ± 0.0241 | 0.3672 ± 0.0232 | 0.2988 ± 0.0278 | 0.2686 ± 0.0246 | 0.5836 ± 0.0085 |
2. ICD-9 RF | 0.6873 ± 0.013 | 0.293 ± 0.0163 | 0.2243 ± 0.014 | 0.2384 ± 0.0344 | 0.413 ± 0.1022 |
3. ICD-9 1-hot (B1 + D) | 0.6932 ± 0.0101 | 0.3113 ± 0.0082 | 0.2285 ± 0.0139 | 0.2228 ± 0.0119 | 0.52 ± 0.0329 |
4. ICD-9 Text (B2) | 0.6997 ± 0.0278 | 0.3168 ± 0.0272 | 0.2306 ± 0.0263 | 0.2343 ± 0.0281 | 0.5052 ± 0.0802 |
5. A + D | 0.6255 ± 0.0181 | 0.2573 ± 0.0164 | 0.1716 ± 0.0145 | 0.177 ± 0.0259 | 0.4968 ± 0.09 |
6. A + B1 + D | 0.7042 ± 0.006 | 0.3182 ± 0.0149 | 0.236 ± 0.0096 | 0.235 ± 0.0225 | 0.502 ± 0.081 |
7. A + B2 + D | 0. 6911 ± 0.0166 | 0.3074 ± 0.0234 | 0.233 ± 0.0147 | 0.224 ± 0.0326 | 0.7476 ± 0.1103 |
8. A + B1 + C + D | 0.7492 ± 0.0161 | 0.3584 ± 0.0144 | 0.293 ± 0.0161 | 0.2672 ± 0.0109 | 0.5461 ± 0.043 |
