COPD Classification on UK Biobank (test)
73.3AUCCPAgents
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CPAgentsBackbone=GPT-5.1, Classifier=AdaBoost2026.06 | 73.3 | 71.3 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=MLP2026.06 | 73 | 70.8 | |
| MESHAgentsClassifier=LDA2026.06 | 73 | 66.9 | |
| CPAgentsBackbone=GPT-5.1, Classifier=SVM2026.06 | 72.6 | 65.4 | |
| ExpertsClassifier=SVM2026.06 | 72 | 68.6 | |
| MESHAgentsClassifier=SVM2026.06 | 71.2 | 69.2 | |
| ExpertsClassifier=LDA2026.06 | 71.2 | 64.4 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=SVM2026.06 | 70.6 | 64.1 | |
| CPAgentsBackbone=GPT-5.1, Classifier=LDA2026.06 | 70.5 | 63.3 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=AdaBoost2026.06 | 70 | 65.4 | |
| CPAgentsBackbone=DeepSeek V3.2, Classifier=LDA2026.06 | 67.8 | 57.6 | |
| MESHAgentsClassifier=MLP2026.06 | 67.3 | 66.2 | |
| ExpertsClassifier=MLP2026.06 | 66.9 | 61.2 | |
| MESHAgentsClassifier=AdaBoost2026.06 | 65.8 | 56.7 | |
| ExpertsClassifier=AdaBoost2026.06 | 65.1 | 60.4 | |
| CPAgentsBackbone=GPT-5.1, Classifier=MLP2026.06 | 61.6 | 54.6 |