PCOS detection on GED Dataset (private)
91.76AccuracyMAPIS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAPISFramework=Multi-Agent2025.12 | 91.76 | 93.52 | 93.52 | 93.52 | |
| GPT-4oInference Strategy=RAG2025.12 | 85.88 | 87.5 | 90.74 | 89.09 | |
| Gemini-2.5-proInference Strategy=RAG2025.12 | 85.21 | 84.75 | 93.46 | 88.96 | |
| GPT-4.1Inference Strategy=RAG2025.12 | 85.12 | 91.92 | 84.26 | 87.9 | |
| GPT-4.1Inference Strategy=CoT2025.12 | 84.71 | 89.42 | 86.11 | 87.73 | |
| Gemini-2.5-proInference Strategy=CoT2025.12 | 84.71 | 85.34 | 91.67 | 88.44 | |
| MedAgent2025.12 | 84.71 | 81.54 | 98.51 | 89.08 | |
| Gemini-2.5-flashInference Strategy=RAG2025.12 | 84.12 | 82.4 | 95.37 | 88.35 | |
| GPT-4oInference Strategy=Zero-shot2025.12 | 82.94 | 82.64 | 92.59 | 87.28 | |
| MDAgent2025.12 | 82.94 | 83.76 | 90.74 | 87.11 | |
| GPT-4.1Inference Strategy=Zero-shot2025.12 | 81.76 | 88.12 | 82.41 | 85.25 | |
| Gemini-2.5-proInference Strategy=Zero-shot2025.12 | 81.18 | 85.85 | 84.26 | 85.1 | |
| GPT-4oInference Strategy=CoT2025.12 | 80.59 | 80.83 | 90.65 | 85.41 | |
| XGBoostFeature Transformation=SCA2025.12 | 78.2 | 80.5 | 87 | 83.6 | |
| Gemini-2.5-flashInference Strategy=CoT2025.12 | 74.71 | 77.31 | 85.19 | 81.05 | |
| Random ForestFeature Transformation=PCA2025.12 | 72.94 | 74.25 | 89.74 | 80.87 | |
| Gemini-2.5-flashInference Strategy=Zero-shot2025.12 | 70.59 | 81.52 | 69.44 | 74.96 | |
| Bayesian2025.12 | 69.41 | 83.32 | 65.71 | 73.05 |