PCOS detection on Kerala Dataset (public)
89.91AccuracyMAPIS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAPISFramework=Multi-Agent2025.12 | 89.91 | 83.78 | 86.11 | 84.93 | |
| XGBoostFeature Transformation=SCA2025.12 | 88.99 | 83.33 | 83.33 | 83.33 | |
| Random ForestFeature Transformation=PCA2025.12 | 88.07 | 87.1 | 75 | 80.6 | |
| Gemini-2.5-proInference Strategy=RAG2025.12 | 87.16 | 92.31 | 66.67 | 77.41 | |
| MedAgent2025.12 | 87.16 | 84.38 | 75 | 79.41 | |
| Bayesian2025.12 | 86.24 | 76.92 | 83.33 | 80 | |
| GPT-4oInference Strategy=RAG2025.12 | 86.24 | 80 | 77.78 | 78.88 | |
| GPT-4.1Inference Strategy=RAG2025.12 | 86.24 | 86.21 | 69.44 | 76.98 | |
| MDAgent2025.12 | 82.57 | 86.96 | 55.56 | 67.8 | |
| Gemini-2.5-proInference Strategy=Zero-shot2025.12 | 80.73 | 74.19 | 63.89 | 68.6 | |
| Gemini-2.5-flashInference Strategy=RAG2025.12 | 80.43 | 75 | 75 | 75 | |
| GPT-4.1Inference Strategy=Zero-shot2025.12 | 77.98 | 80 | 44.44 | 57.16 | |
| Gemini-2.5-proInference Strategy=CoT2025.12 | 77.78 | 62.22 | 80 | 70 | |
| GPT-4oInference Strategy=Zero-shot2025.12 | 75.23 | 64.52 | 55.56 | 59.7 | |
| GPT-4.1Inference Strategy=CoT2025.12 | 73.39 | 62.96 | 47.22 | 54.02 | |
| GPT-4oInference Strategy=CoT2025.12 | 69.72 | 71.43 | 13.89 | 23.26 | |
| Gemini-2.5-flashInference Strategy=Zero-shot2025.12 | 66.06 | 48 | 33.33 | 39.34 | |
| Gemini-2.5-flashInference Strategy=CoT2025.12 | 61.47 | 36.36 | 22.22 | 27.59 |