COPD Classification on UK Biobank
89.77AUROCSpiroLLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SpiroLLMCategory=Proposed Methods, Inputs=Fusion of SpiroLLM (PFT-only) inputs + Raw flow-volume curve data2025.07 | 89.77 | 90.46 | 81.65 | 99.31 | 89.47 | |
| SpiroLLM (PFT-only)Category=Proposed Methods, Inputs=Basic Info + Comprehensive PFT Results2025.07 | 89.63 | 90.09 | 77.64 | 99.6 | 87.17 | |
| DeepSpiroCategory=Multimodal Fusion Baseline, Inputs=Raw flow-volume curve data + Age, Sex, Smoking, and FEV1/FVC ratio2025.07 | 86.25 | 84.2 | 78.38 | 78.6 | 76.51 | |
| XGBoost-ClinicalCategory=Demographic & Clinical Baselines, Inputs=XGBoost-Anthro features + PFT metrics derived from SpiroUtils2025.07 | 85.73 | 83.31 | 73.77 | 82.92 | 75.69 | |
| ResNet18Category=Time-Series Baselines, Inputs=Raw flow-volume curve data2025.07 | 83.55 | 81.05 | 74.01 | 78.69 | 73.86 | |
| TimesNetCategory=Time-Series Baselines, Inputs=Raw flow-volume curve data2025.07 | 82.7 | 80.35 | 75.82 | 76.43 | 73.97 | |
| SpiroEncoderCategory=Time-Series Baselines, Inputs=Raw flow-volume curve data2025.07 | 82.49 | 80.41 | 74.74 | 74.67 | 72.53 | |
| PatchTSTCategory=Time-Series Baselines, Inputs=Raw flow-volume curve data2025.07 | 80.73 | 78.1 | 73.89 | 73.78 | 71.61 | |
| InformerCategory=Time-Series Baselines, Inputs=Raw flow-volume curve data2025.07 | 76.87 | 70.98 | 73.51 | 68 | 68.98 | |
| XGBoost-AnthroCategory=Demographic & Clinical Baselines, Inputs=XGBoost-Demo features + Height, BMI2025.07 | 73.68 | 68.16 | 77.03 | 59.53 | 67.83 | |
| XGBoost-DemoCategory=Demographic & Clinical Baselines, Inputs=Age, Sex, Smoking Status2025.07 | 72.88 | 64.97 | 70.82 | 64.56 | 65.97 |