# PCOS detection on GED Dataset (private) Source: [PCOS detection on GED Dataset (private)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:37.903Z Evaluation of PCOS detection performance on the private GED dataset. 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) | GED Dataset (private) | | 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 | 91.76 | Not recorded | 69438a99423ea422657294d5 | | GPT-4o | 85.88 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-pro | 85.21 | Not recorded | 69438a99423ea422657294d5 | | GPT-4.1 | 85.12 | Not recorded | 69438a99423ea422657294d5 | | GPT-4.1 | 84.71 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-pro | 84.71 | Not recorded | 69438a99423ea422657294d5 | | MedAgent | 84.71 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-flash | 84.12 | Not recorded | 69438a99423ea422657294d5 | | GPT-4o | 82.94 | Not recorded | 69438a99423ea422657294d5 | | MDAgent | 82.94 | Not recorded | 69438a99423ea422657294d5 | | GPT-4.1 | 81.76 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-pro | 81.18 | Not recorded | 69438a99423ea422657294d5 | | GPT-4o | 80.59 | Not recorded | 69438a99423ea422657294d5 | | XGBoost | 78.2 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-flash | 74.71 | Not recorded | 69438a99423ea422657294d5 | | Random Forest | 72.94 | Not recorded | 69438a99423ea422657294d5 | | Gemini-2.5-flash | 70.59 | Not recorded | 69438a99423ea422657294d5 | | Bayesian | 69.41 | Not recorded | 69438a99423ea422657294d5 | ### MAPIS Accuracy: 91.76. Result ID: 6999a9c95698665ec420e856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Multi-Agent"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 85.88. Result ID: 6999a9c95698665ec420e84a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### Gemini-2.5-pro Accuracy: 85.21. Result ID: 6999a9c95698665ec420e853. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### GPT-4.1 Accuracy: 85.12. Result ID: 6999a9c95698665ec420e84d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### GPT-4.1 Accuracy: 84.71. Result ID: 6999a9c95698665ec420e84c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### Gemini-2.5-pro Accuracy: 84.71. Result ID: 6999a9c95698665ec420e852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### MedAgent Accuracy: 84.71. Result ID: 6999a9c95698665ec420e855. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-2.5-flash Accuracy: 84.12. Result ID: 6999a9c95698665ec420e850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"RAG"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 82.94. Result ID: 6999a9c95698665ec420e848. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### MDAgent Accuracy: 82.94. Result ID: 6999a9c95698665ec420e854. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4.1 Accuracy: 81.76. Result ID: 6999a9c95698665ec420e84b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### Gemini-2.5-pro Accuracy: 81.18. Result ID: 6999a9c95698665ec420e851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### GPT-4o Accuracy: 80.59. Result ID: 6999a9c95698665ec420e849. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 78.2. Result ID: 6999a9c95698665ec420e847. [Reporting paper]() Recorded evaluation configuration: {"Feature Transformation":"SCA"}. This record does not assert independent reproduction. ### Gemini-2.5-flash Accuracy: 74.71. Result ID: 6999a9c95698665ec420e84f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"CoT"}. This record does not assert independent reproduction. ### Random Forest Accuracy: 72.94. Result ID: 6999a9c95698665ec420e846. [Reporting paper]() Recorded evaluation configuration: {"Feature Transformation":"PCA"}. This record does not assert independent reproduction. ### Gemini-2.5-flash Accuracy: 70.59. Result ID: 6999a9c95698665ec420e84e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inference Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### Bayesian Accuracy: 69.41. Result ID: 6999a9c95698665ec420e845. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.