Diagnosis Classification on Bronchiolitis Without diagnosis string gold labels (cross-validation)
78.25Precision (P)FS-UmBERTo-TPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FS-UmBERTo-TPTLearning Strategy=Supervised2024.10 | 78.25 | 76.21 | 77.15 | 78.51 | 75.44 | |
| WS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.10 | 74.25 | 73.52 | 73.89 | 74.27 | 69.27 | |
| FS-XLM-RoBERTa-TPTLearning Strategy=Supervised2024.10 | 72.54 | 73.65 | 72.96 | 74.08 | 70.61 | |
| FS-RemBERT-TPTLearning Strategy=Supervised2024.10 | 71.49 | 70.87 | 71.21 | 72.68 | 64.06 | |
| LLaMAntino-3Learning Strategy=Unsupervised2024.10 | 70.42 | 72.98 | 71.16 | 68.52 | 62.24 | |
| WS-UmBERToLearning Strategy=Weakly supervised2024.10 | 67.55 | 76.4 | 71.74 | 69.98 | 63.27 | |
| WS-XLM-RoBERTa-TPTLearning Strategy=Weakly supervised2024.10 | 66.83 | 67.52 | 67.19 | 67.25 | 59.29 | |
| WS-RemBERT-TPTLearning Strategy=Weakly supervised2024.10 | 64.53 | 63.66 | 64.21 | 65.47 | 56.75 | |
| WS-XLM-RoBERTaLearning Strategy=Weakly supervised2024.10 | 63.98 | 65.04 | 64.69 | 64.87 | 54.3 | |
| Rule-based full-textLearning Strategy=Unsupervised2024.10 | 62.33 | 60.05 | 61.15 | — | — | |
| WS-RemBERTLearning Strategy=Weakly supervised2024.10 | 62.25 | 60.48 | 61.65 | 62.21 | 55.87 | |
| WS-LSTMLearning Strategy=Weakly supervised2024.10 | 50.14 | 63.97 | 56.34 | 59.02 | 43.3 | |
| WS-XPRESS-UmBERTo-TPTLearning Strategy=Weakly supervised2024.10 | 16.03 | 64.5 | 27.36 | 52.23 | 17.89 |