# MDD Diagnosis on REST-meta-MDD site 20 (test) Source: [MDD Diagnosis on REST-meta-MDD site 20 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T07:31:49.511Z Evaluation of Major Depressive Disorder (MDD) Diagnosis performance using data from Site 20 of the REST-meta-MDD dataset on the test split. 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 | MDD Diagnosis | | Dataset (including any stated split) | REST-meta-MDD site 20 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [Sensitivity](): Higher is better; unit: PERCENT. - [Specificity](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ChebyNet | 69.25 | Not recorded | 6a152906dbd7150506f7de1d | | MAF | 68.85 | Not recorded | 6a152906dbd7150506f7de1d | | GIN | 68.68 | Not recorded | 6a152906dbd7150506f7de1d | | MAF | 68.25 | Not recorded | 6a152906dbd7150506f7de1d | | MAF | 68 | Not recorded | 6a152906dbd7150506f7de1d | | GN-NMA | 67.88 | Not recorded | 6a152906dbd7150506f7de1d | | GAT | 67.87 | Not recorded | 6a152906dbd7150506f7de1d | | GTN | 67.09 | Not recorded | 6a152906dbd7150506f7de1d | | DSAM | 66.91 | Not recorded | 6a152906dbd7150506f7de1d | | BrainNetCNN | 66.68 | Not recorded | 6a152906dbd7150506f7de1d | | GraphSAGE | 65.76 | Not recorded | 6a152906dbd7150506f7de1d | | GAE-FCNN | 65.54 | Not recorded | 6a152906dbd7150506f7de1d | | DSAM | 65.33 | Not recorded | 6a152906dbd7150506f7de1d | | DSAM | 64.93 | Not recorded | 6a152906dbd7150506f7de1d | | GN-NMA | 64.88 | Not recorded | 6a152906dbd7150506f7de1d | | GN-NMA | 64.75 | Not recorded | 6a152906dbd7150506f7de1d | | GIN | 64.59 | Not recorded | 6a152906dbd7150506f7de1d | | GAT | 64.03 | Not recorded | 6a152906dbd7150506f7de1d | | GraphSAGE | 63.87 | Not recorded | 6a152906dbd7150506f7de1d | | MAF | 63.85 | Not recorded | 6a152906dbd7150506f7de1d | | BrainNetCNN | 63.59 | Not recorded | 6a152906dbd7150506f7de1d | | DSAM | 63.36 | Not recorded | 6a152906dbd7150506f7de1d | | DSAM | 63.15 | Not recorded | 6a152906dbd7150506f7de1d | | MAF | 63 | Not recorded | 6a152906dbd7150506f7de1d | | ChebyNet | 63 | Not recorded | 6a152906dbd7150506f7de1d | | GTN | 62.92 | Not recorded | 6a152906dbd7150506f7de1d | | MAF | 62.75 | Not recorded | 6a152906dbd7150506f7de1d | | DSAM | 62.55 | Not recorded | 6a152906dbd7150506f7de1d | | GAE-FCNN | 62.08 | Not recorded | 6a152906dbd7150506f7de1d | | GN-NMA | 61.88 | Not recorded | 6a152906dbd7150506f7de1d | ### ChebyNet Accuracy: 69.25. Result ID: 6a154c4bfbc373592c0c5637. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### MAF Accuracy: 68.85. Result ID: 6a154c4bfbc373592c0c5625. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/","Samples (MDD/NC)":"245/225"}. This record does not assert independent reproduction. ### GIN Accuracy: 68.68. Result ID: 6a154c4bfbc373592c0c563d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### MAF Accuracy: 68.25. Result ID: 6a154c4bfbc373592c0c5629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"Craddock","Synthetic Data":"W/","Samples (MDD/NC)":"245/225"}. This record does not assert independent reproduction. ### MAF Accuracy: 68. Result ID: 6a154c4bfbc373592c0c5627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"245/225"}. This record does not assert independent reproduction. ### GN-NMA Accuracy: 67.88. Result ID: 6a154c4bfbc373592c0c562f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"Craddock","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GAT Accuracy: 67.87. Result ID: 6a154c4bfbc373592c0c563b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GTN Accuracy: 67.09. Result ID: 6a154c4bfbc373592c0c563f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### DSAM Accuracy: 66.91. Result ID: 6a154c4bfbc373592c0c5635. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"Craddock","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### BrainNetCNN Accuracy: 66.68. Result ID: 6a154c4bfbc373592c0c5639. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 65.76. Result ID: 6a154c4bfbc373592c0c5641. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GAE-FCNN Accuracy: 65.54. Result ID: 6a154c4bfbc373592c0c562b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/","Samples (MDD/NC)":"250/230"}. This record does not assert independent reproduction. ### DSAM Accuracy: 65.33. Result ID: 6a154c4bfbc373592c0c5631. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### DSAM Accuracy: 64.93. Result ID: 6a154c4bfbc373592c0c5633. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GN-NMA Accuracy: 64.88. Result ID: 6a154c4bfbc373592c0c562e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"Craddock","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GN-NMA Accuracy: 64.75. Result ID: 6a154c4bfbc373592c0c562d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GIN Accuracy: 64.59. Result ID: 6a154c4bfbc373592c0c563c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GAT Accuracy: 64.03. Result ID: 6a154c4bfbc373592c0c563a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GraphSAGE Accuracy: 63.87. Result ID: 6a154c4bfbc373592c0c5640. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### MAF Accuracy: 63.85. Result ID: 6a154c4bfbc373592c0c5628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"Craddock","Synthetic Data":"W/O","Samples (MDD/NC)":"245/225"}. This record does not assert independent reproduction. ### BrainNetCNN Accuracy: 63.59. Result ID: 6a154c4bfbc373592c0c5638. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### DSAM Accuracy: 63.36. Result ID: 6a154c4bfbc373592c0c5634. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"Craddock","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### DSAM Accuracy: 63.15. Result ID: 6a154c4bfbc373592c0c5630. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### MAF Accuracy: 63. Result ID: 6a154c4bfbc373592c0c5624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/O","Samples (MDD/NC)":"245/225"}. This record does not assert independent reproduction. ### ChebyNet Accuracy: 63. Result ID: 6a154c4bfbc373592c0c5636. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GTN Accuracy: 62.92. Result ID: 6a154c4bfbc373592c0c563e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### MAF Accuracy: 62.75. Result ID: 6a154c4bfbc373592c0c5626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"245/225"}. This record does not assert independent reproduction. ### DSAM Accuracy: 62.55. Result ID: 6a154c4bfbc373592c0c5632. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"HO","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. ### GAE-FCNN Accuracy: 62.08. Result ID: 6a154c4bfbc373592c0c562a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/O","Samples (MDD/NC)":"250/230"}. This record does not assert independent reproduction. ### GN-NMA Accuracy: 61.88. Result ID: 6a154c4bfbc373592c0c562c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Atlas":"AAL","Synthetic Data":"W/O","Samples (MDD/NC)":"282/251"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.