CAD prediction on CAD prediction dataset
92.8AccuracyRandom Forest
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Random ForestCategory=Conventional ML2026.04 | 92.8 | 92.8 | 93.6 | 93.3 | |
| XGBoostCategory=Conventional ML2026.04 | 92.3 | 93.6 | 92.1 | 92.8 | |
| SVMCategory=Conventional ML2026.04 | 87.8 | 86.5 | 91.3 | 88.8 | |
| Logistic RegressionCategory=Conventional ML2026.04 | 84.1 | 84.3 | 85.7 | 85 | |
| GeminiCategory=LLM, Prompting Strategy=15-shot2026.04 | 80 | 90.9 | 66.7 | 76.9 | |
| GeminiCategory=LLM, Prompting Strategy=10-shot2026.04 | 76.7 | 83.3 | 66.7 | 74.1 | |
| GPTCategory=LLM, Prompting Strategy=15-shot2026.04 | 73.3 | 73.3 | 73.3 | 73.3 | |
| GeminiCategory=LLM, Prompting Strategy=5-shot2026.04 | 70 | 68.8 | 73.3 | 71 | |
| GPTCategory=LLM, Prompting Strategy=5-shot2026.04 | 70 | 68.8 | 73.3 | 71 | |
| GPTCategory=LLM, Prompting Strategy=10-shot2026.04 | 70 | 71.4 | 66.7 | 69 | |
| GPTCategory=LLM, Prompting Strategy=Zero-shot2026.04 | 66.7 | 60.9 | 93.3 | 73.7 | |
| GeminiCategory=LLM, Prompting Strategy=Zero-shot2026.04 | 60 | 56 | 93.3 | 70 |