# MDD Diagnosis on REST-meta-MDD (Site S25) Source: [MDD Diagnosis on REST-meta-MDD (Site S25)]() Collection index: [llms.txt]() Data updated: 2026-06-30T07:58:51.174Z Evaluation of Major Depressive Disorder (MDD) Diagnosis performance using data from Site S25 of the REST-meta-MDD 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 | MDD Diagnosis | | Dataset (including any stated split) | REST-meta-MDD (Site S25) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | BrainRiem | 64.5 | Not recorded | 6a434d90ba73165dbb743b2c | | BrainRiem | 64.2 | Not recorded | 6a434d90ba73165dbb743b2c | | BrainRiem | 63.8 | Not recorded | 6a434d90ba73165dbb743b2c | | fMRI-Diffusion + ChebyNet | 63.65 | Not recorded | 6a152906dbd7150506f7de1d | | BrainRiem | 62.5 | Not recorded | 6a434d90ba73165dbb743b2c | | NRC | 60.8 | Not recorded | 6a434d90ba73165dbb743b2c | | NRC | 60.5 | Not recorded | 6a434d90ba73165dbb743b2c | | ChebyNet | 60.28 | Not recorded | 6a152906dbd7150506f7de1d | | NRC | 60.1 | Not recorded | 6a434d90ba73165dbb743b2c | | SHOT | 60 | Not recorded | 6a434d90ba73165dbb743b2c | | NRC | 59.8 | Not recorded | 6a434d90ba73165dbb743b2c | | SHOT | 59.3 | Not recorded | 6a434d90ba73165dbb743b2c | | SHOT | 58.8 | Not recorded | 6a434d90ba73165dbb743b2c | | SHOT | 58.3 | Not recorded | 6a434d90ba73165dbb743b2c | ### BrainRiem Accuracy: 64.5. Result ID: 6a437721fbc373592c940f00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Site":"S9"}. This record does not assert independent reproduction. ### BrainRiem Accuracy: 64.2. Result ID: 6a437721fbc373592c940f02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Site":"S14"}. This record does not assert independent reproduction. ### BrainRiem Accuracy: 63.8. Result ID: 6a437721fbc373592c940f01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Site":"S12"}. This record does not assert independent reproduction. ### fMRI-Diffusion + ChebyNet Accuracy: 63.65. Result ID: 6a154c4bfbc373592c0c561f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Synthetic Data Augmentation":"With (W/)","Atlas":"Craddock","Samples (MDD/NC)":"89/63"}. This record does not assert independent reproduction. ### BrainRiem Accuracy: 62.5. Result ID: 6a437721fbc373592c940eff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source Site":"S1"}. This record does not assert independent reproduction. ### NRC Accuracy: 60.8. Result ID: 6a437721fbc373592c940efc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S9"}. This record does not assert independent reproduction. ### NRC Accuracy: 60.5. Result ID: 6a437721fbc373592c940efe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S14"}. This record does not assert independent reproduction. ### ChebyNet Accuracy: 60.28. Result ID: 6a154c4bfbc373592c0c561e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Synthetic Data Augmentation":"Without (W/O)","Atlas":"Craddock","Samples (MDD/NC)":"89/63"}. This record does not assert independent reproduction. ### NRC Accuracy: 60.1. Result ID: 6a437721fbc373592c940efd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S12"}. This record does not assert independent reproduction. ### SHOT Accuracy: 60. Result ID: 6a437721fbc373592c940ef8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S9"}. This record does not assert independent reproduction. ### NRC Accuracy: 59.8. Result ID: 6a437721fbc373592c940efb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S1"}. This record does not assert independent reproduction. ### SHOT Accuracy: 59.3. Result ID: 6a437721fbc373592c940efa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S14"}. This record does not assert independent reproduction. ### SHOT Accuracy: 58.8. Result ID: 6a437721fbc373592c940ef9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S12"}. This record does not assert independent reproduction. ### SHOT Accuracy: 58.3. Result ID: 6a437721fbc373592c940ef7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Source Site":"S1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.