# Amyloid Positivity Prediction on Amyloid positivity (medium risk)

Source: [Amyloid Positivity Prediction on Amyloid positivity (medium risk)](<https://www.sota2.com/research/sota/amyloid-positivity-prediction-on-amyloid-positivity-medium-risk>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-08T07:59:53.898Z

Evaluation of model performance for predicting amyloid positivity status using the 'Amyloid positivity (medium risk)' dataset, reporting Accuracy, Sensitivity, and Specificity.

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 | Amyloid positivity prediction |
| Dataset (including any stated split) | Amyloid positivity (medium risk) |
| 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](<https://www.sota2.com/research/sota/amyloid-positivity-prediction-on-amyloid-positivity-medium-risk.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Sensitivity](<https://www.sota2.com/research/sota/amyloid-positivity-prediction-on-amyloid-positivity-medium-risk.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/amyloid-positivity-prediction-on-amyloid-positivity-medium-risk.md?metric=Specificity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| OctEncoder | 81.5 | Not recorded | 69d5e12a7d0172140ec75bbc |
| LETetCNN+pTau-217 | 79.8 | Not recorded | 68fa5f751e209131ce9ea118 |
| OctEncoder | 76.3 | Not recorded | 69d5e12a7d0172140ec75bbc |
| LETetCNN | 75.8 | Not recorded | 68fa5f751e209131ce9ea118 |
| TetCNN | 69 | Not recorded | 68fa5f751e209131ce9ea118 |
| TetCNN | 69 | Not recorded | 69d5e12a7d0172140ec75bbc |
| ChebyNet | 67.7 | Not recorded | 68fa5f751e209131ce9ea118 |
| GAT | 67.7 | Not recorded | 68fa5f751e209131ce9ea118 |
| ChebyNet | 67.7 | Not recorded | 69d5e12a7d0172140ec75bbc |
| GAT | 67.7 | Not recorded | 69d5e12a7d0172140ec75bbc |
| pTau-217 | 67.5 | Not recorded | 68fa5f751e209131ce9ea118 |
| Hippocampal Volume + pTau-217 | 67.5 | Not recorded | 68fa5f751e209131ce9ea118 |
| LR | 67.5 | Not recorded | 69d5e12a7d0172140ec75bbc |
| LR | 67.5 | Not recorded | 69d5e12a7d0172140ec75bbc |
| Hippocampal Volume | 45 | Not recorded | 68fa5f751e209131ce9ea118 |
| LR | 45 | Not recorded | 69d5e12a7d0172140ec75bbc |

### OctEncoder

Accuracy: 81.5. Result ID: 69d60af047f34ce924be68b3.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

Recorded evaluation configuration: {"Additional Biomarker":"pTau"}. This record does not assert independent reproduction.

### LETetCNN+pTau-217

Accuracy: 79.8. Result ID: 69afe2cd6dbb7075b95889b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

Recorded evaluation configuration: {"integration\_pTau-217":"true"}. This record does not assert independent reproduction.

### OctEncoder

Accuracy: 76.3. Result ID: 69d60af047f34ce924be68b2.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LETetCNN

Accuracy: 75.8. Result ID: 69afe2cd6dbb7075b95889b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

Recorded evaluation configuration: {"integration\_pTau-217":"false"}. This record does not assert independent reproduction.

### TetCNN

Accuracy: 69. Result ID: 69afe2cd6dbb7075b95889b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e931e209131cea40cad.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TetCNN

Accuracy: 69. Result ID: 69d60af047f34ce924be68b1.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e931e209131cea40cad.md>)

Recorded evaluation configuration: {"Type":"Tetrahedron Mesh GNN"}. This record does not assert independent reproduction.

### ChebyNet

Accuracy: 67.7. Result ID: 69afe2cd6dbb7075b95889b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63191e209131ce9fcb5c.md>)

[Implementation](<https://github.com/mdeff/cnn_graph>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GAT

Accuracy: 67.7. Result ID: 69afe2cd6dbb7075b95889b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ChebyNet

Accuracy: 67.7. Result ID: 69d60af047f34ce924be68af.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63191e209131ce9fcb5c.md>)

[Implementation](<https://github.com/mdeff/cnn_graph>)

Recorded evaluation configuration: {"Type":"Tetrahedron Mesh GNN"}. This record does not assert independent reproduction.

### GAT

Accuracy: 67.7. Result ID: 69d60af047f34ce924be68b0.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: {"Type":"Tetrahedron Mesh GNN"}. This record does not assert independent reproduction.

### pTau-217

Accuracy: 67.5. Result ID: 69afe2cd6dbb7075b95889ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Hippocampal Volume + pTau-217

Accuracy: 67.5. Result ID: 69afe2cd6dbb7075b95889af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LR

Accuracy: 67.5. Result ID: 69d60af047f34ce924be68ad.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

Recorded evaluation configuration: {"Inputs":"pTau-217"}. This record does not assert independent reproduction.

### LR

Accuracy: 67.5. Result ID: 69d60af047f34ce924be68ae.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

Recorded evaluation configuration: {"Inputs":"Hippo + pTau"}. This record does not assert independent reproduction.

### Hippocampal Volume

Accuracy: 45. Result ID: 69afe2cd6dbb7075b95889ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5f751e209131ce9ea118.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LR

Accuracy: 45. Result ID: 69d60af047f34ce924be68ac.

[Reporting paper](<https://www.sota2.com/research/paper/69d5e12a7d0172140ec75bbc.md>)

Recorded evaluation configuration: {"Inputs":"Hippo-Vol."}. This record does not assert independent reproduction.

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