# CAD prediction on CAD prediction dataset Source: [CAD prediction on CAD prediction dataset]() Collection index: [llms.txt]() Data updated: 2026-06-02T06:55:23.421Z Evaluation of CAD prediction performance on the CAD prediction dataset, reporting standard classification metrics including Accuracy, Precision, Recall, and F1-score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | CAD prediction | | Dataset (including any stated split) | CAD prediction dataset | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Random Forest | 92.8 | Not recorded | 6a1e635edbd7150506f85033 | | XGBoost | 92.3 | Not recorded | 6a1e635edbd7150506f85033 | | SVM | 87.8 | Not recorded | 6a1e635edbd7150506f85033 | | Logistic Regression | 84.1 | Not recorded | 6a1e635edbd7150506f85033 | | Gemini | 80 | Not recorded | 6a1e635edbd7150506f85033 | | Gemini | 76.7 | Not recorded | 6a1e635edbd7150506f85033 | | GPT | 73.3 | Not recorded | 6a1e635edbd7150506f85033 | | Gemini | 70 | Not recorded | 6a1e635edbd7150506f85033 | | GPT | 70 | Not recorded | 6a1e635edbd7150506f85033 | | GPT | 70 | Not recorded | 6a1e635edbd7150506f85033 | | GPT | 66.7 | Not recorded | 6a1e635edbd7150506f85033 | | Gemini | 60 | Not recorded | 6a1e635edbd7150506f85033 | ### Random Forest Accuracy: 92.8. Result ID: 6a1e7ce0fbc373592c17fdfb. [Reporting paper]() Recorded evaluation configuration: {"Category":"Conventional ML"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 92.3. Result ID: 6a1e7ce0fbc373592c17fdfd. [Reporting paper]() Recorded evaluation configuration: {"Category":"Conventional ML"}. This record does not assert independent reproduction. ### SVM Accuracy: 87.8. Result ID: 6a1e7ce0fbc373592c17fdfc. [Reporting paper]() Recorded evaluation configuration: {"Category":"Conventional ML"}. This record does not assert independent reproduction. ### Logistic Regression Accuracy: 84.1. Result ID: 6a1e7ce0fbc373592c17fdfa. [Reporting paper]() Recorded evaluation configuration: {"Category":"Conventional ML"}. This record does not assert independent reproduction. ### Gemini Accuracy: 80. Result ID: 6a1e7ce0fbc373592c17fe01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"15-shot"}. This record does not assert independent reproduction. ### Gemini Accuracy: 76.7. Result ID: 6a1e7ce0fbc373592c17fe00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"10-shot"}. This record does not assert independent reproduction. ### GPT Accuracy: 73.3. Result ID: 6a1e7ce0fbc373592c17fe05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"15-shot"}. This record does not assert independent reproduction. ### Gemini Accuracy: 70. Result ID: 6a1e7ce0fbc373592c17fdff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"5-shot"}. This record does not assert independent reproduction. ### GPT Accuracy: 70. Result ID: 6a1e7ce0fbc373592c17fe03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"5-shot"}. This record does not assert independent reproduction. ### GPT Accuracy: 70. Result ID: 6a1e7ce0fbc373592c17fe04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"10-shot"}. This record does not assert independent reproduction. ### GPT Accuracy: 66.7. Result ID: 6a1e7ce0fbc373592c17fe02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### Gemini Accuracy: 60. Result ID: 6a1e7ce0fbc373592c17fdfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"LLM","Prompting Strategy":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.