Diagnosis Classification on Bronchiolitis With diagnosis string gold labels (cross-validation)
80.3PrecisionFS-UmBERTo-TPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FS-UmBERTo-TPTLearning Strategy=Supervised2024.10 | 80.3 | 81.52 | 80.83 | 83.45 | 77.57 | |
| WS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.10 | 78.34 | 77.57 | 78.14 | 77.68 | 73.13 | |
| LLaMAntino-3Learning Strategy=Unsupervised2024.10 | 78.26 | 74.64 | 75.12 | 71.67 | 67.92 | |
| FS-XLM-RoBERTa-TPTLearning Strategy=Supervised2024.10 | 75.29 | 78.31 | 76.54 | 78.54 | 72.23 | |
| Rule-based diagnosisLearning Strategy=Unsupervised2024.10 | 74.61 | 67.42 | 70.74 | — | — | |
| FS-RemBERT-TPTLearning Strategy=Supervised2024.10 | 73.24 | 75.28 | 74.21 | 76.39 | 68.33 | |
| WS-XLM-RoBERTa-TPTLearning Strategy=Weakly supervised2024.10 | 69.54 | 71.33 | 70.85 | 69.24 | 62.69 | |
| WS-UmBERToLearning Strategy=Weakly supervised2024.10 | 68.29 | 75.99 | 72.15 | 71.21 | 63.29 | |
| WS-XLM-RoBERTaLearning Strategy=Weakly supervised2024.10 | 67.49 | 68.67 | 68.02 | 67.65 | 61.11 | |
| WS-RemBERT-TPTLearning Strategy=Weakly supervised2024.10 | 67.41 | 70.11 | 69.23 | 68 | 60.51 | |
| Rule-based full-textLearning Strategy=Unsupervised2024.10 | 65.57 | 68.76 | 67.22 | — | — | |
| WS-RemBERTLearning Strategy=Weakly supervised2024.10 | 65.24 | 63.82 | 64.96 | 65.74 | 59.02 | |
| WS-LSTMLearning Strategy=Weakly supervised2024.10 | 57.39 | 60.86 | 59.87 | 63.29 | 49.94 | |
| WS-XPRESS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.10 | 16.57 | 60.52 | 29.02 | 54.18 | 19.91 |