# Depression Prediction on Depression Prediction dataset 1.0 (test) Source: [Depression Prediction on Depression Prediction dataset 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:36:25.277Z Evaluation of models for predicting depression status using the test split of the Depression Prediction dataset version 1.0, measured using classification performance metrics (Accuracy, Precision, Recall, F1-score, AUC). 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 | Depression Prediction | | Dataset (including any stated split) | Depression Prediction dataset 1.0 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HHO-LR | 95.78 | Not recorded | 6a3b6479206542251d7c9600 | | LR | 94.54 | Not recorded | 6a3b6479206542251d7c9600 | | HHO-LR | 94.31 | Not recorded | 6a3b6479206542251d7c9600 | | HHO-LR | 94.16 | Not recorded | 6a3b6479206542251d7c9600 | | ANN | 93.46 | Not recorded | 6a3b6479206542251d7c9600 | | LR | 93.22 | Not recorded | 6a3b6479206542251d7c9600 | | LR | 93.14 | Not recorded | 6a3b6479206542251d7c9600 | | HHO-LR | 93.06 | Not recorded | 6a3b6479206542251d7c9600 | | ANN | 92.81 | Not recorded | 6a3b6479206542251d7c9600 | | XGBoost | 92.61 | Not recorded | 6a3b6479206542251d7c9600 | | LR | 92.28 | Not recorded | 6a3b6479206542251d7c9600 | | ANN | 91.35 | Not recorded | 6a3b6479206542251d7c9600 | | LGBM | 90.42 | Not recorded | 6a3b6479206542251d7c9600 | | k-NN | 89.22 | Not recorded | 6a3b6479206542251d7c9600 | | RFC | 87.85 | Not recorded | 6a3b6479206542251d7c9600 | | SVC | 87.36 | Not recorded | 6a3b6479206542251d7c9600 | ### HHO-LR Accuracy: 95.78. Result ID: 6a3b88ddfbc373592c43b629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Proposed (ANOVA + IG)"}. This record does not assert independent reproduction. ### LR Accuracy: 94.54. Result ID: 6a3b88ddfbc373592c43b628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Proposed (ANOVA + IG)"}. This record does not assert independent reproduction. ### HHO-LR Accuracy: 94.31. Result ID: 6a3b88ddfbc373592c43b626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Ensemble (MI+RFE)"}. This record does not assert independent reproduction. ### HHO-LR Accuracy: 94.16. Result ID: 6a3b88ddfbc373592c43b623. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Boruta"}. This record does not assert independent reproduction. ### ANN Accuracy: 93.46. Result ID: 6a3b88ddfbc373592c43b627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Proposed (ANOVA + IG)"}. This record does not assert independent reproduction. ### LR Accuracy: 93.22. Result ID: 6a3b88ddfbc373592c43b624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Ensemble (MI+RFE)"}. This record does not assert independent reproduction. ### LR Accuracy: 93.14. Result ID: 6a3b88ddfbc373592c43b621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Boruta"}. This record does not assert independent reproduction. ### HHO-LR Accuracy: 93.06. Result ID: 6a3b88ddfbc373592c43b620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. ### ANN Accuracy: 92.81. Result ID: 6a3b88ddfbc373592c43b622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"Boruta"}. This record does not assert independent reproduction. ### XGBoost Accuracy: 92.61. Result ID: 6a3b88ddfbc373592c43b625. [Reporting paper]() Recorded evaluation configuration: {"Feature Selection":"Ensemble (MI+RFE)"}. This record does not assert independent reproduction. ### LR Accuracy: 92.28. Result ID: 6a3b88ddfbc373592c43b61f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. ### ANN Accuracy: 91.35. Result ID: 6a3b88ddfbc373592c43b61e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. ### LGBM Accuracy: 90.42. Result ID: 6a3b88ddfbc373592c43b61d. [Reporting paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. ### k-NN Accuracy: 89.22. Result ID: 6a3b88ddfbc373592c43b61b. [Reporting paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. ### RFC Accuracy: 87.85. Result ID: 6a3b88ddfbc373592c43b61a. [Reporting paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. ### SVC Accuracy: 87.36. Result ID: 6a3b88ddfbc373592c43b61c. [Reporting paper]() Recorded evaluation configuration: {"Feature Selection":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.