# Disease Diagnosis on ADNI BOLD (test) Source: [Disease Diagnosis on ADNI BOLD (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:10.253Z Evaluation of Alzheimer's Disease (AD) diagnosis performance using the test split of the ADNI BOLD specific 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 | Disease Diagnosis | | Dataset (including any stated split) | ADNI BOLD (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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BNT | 84.33 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NeuroPath | 83.68 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | GCN | 83.53 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | Graphormer | 83.48 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NeuroPath | 83.48 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BrainGNN | 83.42 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | MLP | 82.93 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BNT | 82.67 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NAGphormer | 82.17 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BrainGNN | 82.07 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BolT | 81.41 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NAGphormer | 81.33 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | Graphormer | 81.28 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BolT | 80.8 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | MLP | 80.67 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | GCN | 80.67 | Not recorded | 68fa5f6e1e209131ce9e9cfd | ### BNT Accuracy: 84.33. Result ID: 698bc7397a967eddb771477f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### NeuroPath Accuracy: 83.68. Result ID: 698bc7397a967eddb7714787. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### GCN Accuracy: 83.53. Result ID: 698bc7397a967eddb771477b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 83.48. Result ID: 698bc7397a967eddb7714782. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### NeuroPath Accuracy: 83.48. Result ID: 698bc7397a967eddb7714786. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### BrainGNN Accuracy: 83.42. Result ID: 698bc7397a967eddb771477d. [Reporting paper]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### MLP Accuracy: 82.93. Result ID: 698bc7397a967eddb7714779. [Reporting paper]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### BNT Accuracy: 82.67. Result ID: 698bc7397a967eddb771477e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### NAGphormer Accuracy: 82.17. Result ID: 698bc7397a967eddb7714785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### BrainGNN Accuracy: 82.07. Result ID: 698bc7397a967eddb771477c. [Reporting paper]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### BolT Accuracy: 81.41. Result ID: 698bc7397a967eddb7714780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### NAGphormer Accuracy: 81.33. Result ID: 698bc7397a967eddb7714784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 81.28. Result ID: 698bc7397a967eddb7714783. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### BolT Accuracy: 80.8. Result ID: 698bc7397a967eddb7714781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attribute Type":"dynamic"}. This record does not assert independent reproduction. ### MLP Accuracy: 80.67. Result ID: 698bc7397a967eddb7714778. [Reporting paper]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. ### GCN Accuracy: 80.67. Result ID: 698bc7397a967eddb771477a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attribute Type":"static"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.