# PCOS detection on Kerala Dataset (public) Source: [PCOS detection on Kerala Dataset (public)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:37.886Z Evaluation of PCOS detection performance using the Kerala Dataset (public), reporting classification metrics such as 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 | PCOS detection | | Dataset (including any stated split) | Kerala Dataset (public) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | MAPIS | 89.91 | Not recorded | 69438a99423ea422657294d5 | | XGBoost | 88.99 | Not recorded | 69438a99423ea422657294d5 | | Random Forest | 88.07 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-pro | 87.16 | Not recorded | 69438a99423ea422657294d5 | | MedAgent | 87.16 | Not recorded | 69438a99423ea422657294d5 | | Bayesian | 86.24 | Not recorded | 69438a99423ea422657294d5 | | GPT-4o | 86.24 | Not recorded | 69438a99423ea422657294d5 | | GPT-4.1 | 86.24 | Not recorded | 69438a99423ea422657294d5 | | MDAgent | 82.57 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-pro | 80.73 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-flash | 80.43 | Not recorded | 69438a99423ea422657294d5 | | GPT-4.1 | 77.98 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-pro | 77.78 | Not recorded | 69438a99423ea422657294d5 | | GPT-4o | 75.23 | Not recorded | 69438a99423ea422657294d5 | | GPT-4.1 | 73.39 | Not recorded | 69438a99423ea422657294d5 | | GPT-4o | 69.72 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-flash | 66.06 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-flash | 61.47 | Not recorded | 69438a99423ea422657294d5 | ### MAPIS Accuracy: 89.91. Result ID: 6999a9c95698665ec420e844. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Multi-Agent"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 88.99. Result ID: 6999a9c95698665ec420e835. [Reporting paper]() Recorded evaluation configuration: {"Feature Transformation":"SCA"}. This record does not assert independent reproduction. ### Random Forest Accuracy: 88.07. Result ID: 6999a9c95698665ec420e834. [Reporting paper]() Recorded evaluation configuration: {"Feature Transformation":"PCA"}. This record does not assert independent reproduction. ### Gemini-2.5-pro Accuracy: 87.16. Result ID: 6999a9c95698665ec420e841. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### MedAgent Accuracy: 87.16. Result ID: 6999a9c95698665ec420e843. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bayesian Accuracy: 86.24. Result ID: 6999a9c95698665ec420e833. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4o Accuracy: 86.24. Result ID: 6999a9c95698665ec420e838. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### GPT-4.1 Accuracy: 86.24. Result ID: 6999a9c95698665ec420e83b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### MDAgent Accuracy: 82.57. Result ID: 6999a9c95698665ec420e842. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.5-pro Accuracy: 80.73. Result ID: 6999a9c95698665ec420e83f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### Gemini-2.5-flash Accuracy: 80.43. Result ID: 6999a9c95698665ec420e83e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### GPT-4.1 Accuracy: 77.98. Result ID: 6999a9c95698665ec420e839. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### Gemini-2.5-pro Accuracy: 77.78. Result ID: 6999a9c95698665ec420e840. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 75.23. Result ID: 6999a9c95698665ec420e836. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### GPT-4.1 Accuracy: 73.39. Result ID: 6999a9c95698665ec420e83a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 69.72. Result ID: 6999a9c95698665ec420e837. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### Gemini-2.5-flash Accuracy: 66.06. Result ID: 6999a9c95698665ec420e83c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### Gemini-2.5-flash Accuracy: 61.47. Result ID: 6999a9c95698665ec420e83d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.