# Ataxia Severity Prediction on CA-Gait (10-fold cross-validation)

Source: [Ataxia Severity Prediction on CA-Gait (10-fold cross-validation)](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation>)

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

Data updated: 2026-03-23T10:03:59.656Z

Evaluation of models predicting Ataxia Severity using the CA-Gait dataset under a 10-fold cross-validation scheme, reporting regression metrics like MAE and Pearson's correlation.

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 | Ataxia Severity Prediction |
| Dataset (including any stated split) | CA-Gait (10-fold cross-validation) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [MAE](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation.md?metric=MAE>): Lower is better; unit: SCALAR.

- [STD of MAE](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation.md?metric=STD%20of%20MAE>): Lower is better; unit: SCALAR.

- [Pearson's Coefficient](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation.md?metric=Pearson%27s%20Coefficient>): Higher is better; unit: SCALAR.

- [STD of Pearson's Coefficient](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation.md?metric=STD%20of%20Pearson%27s%20Coefficient>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation.md?metric=MSE>): Lower is better; unit: SCALAR.

- [STD of MSE](<https://www.sota2.com/research/sota/ataxia-severity-prediction-on-ca-gait-10-fold-cross-validation.md?metric=STD%20of%20MSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| AtGCN | 0.3878 | Not recorded | 68fa75781e209131cea682f3 |
| AtGCN | 0.4169 | Not recorded | 68fa75781e209131cea682f3 |
| AtGCN | 0.4249 | Not recorded | 68fa75781e209131cea682f3 |
| Auto-Gait | 0.6225 | Not recorded | 68fa75781e209131cea682f3 |
| GaitGraph | 0.8286 | Not recorded | 68fa75781e209131cea682f3 |

### AtGCN

MAE: 0.3878. Result ID: 69c10fd247f34ce924a8ff86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: {"Number of blocks (l)":"7","Parameter Count":"0.774M"}. This record does not assert independent reproduction.

### AtGCN

MAE: 0.4169. Result ID: 69c10fd247f34ce924a8ff85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: {"Number of blocks (l)":"6","Parameter Count":"0.576M"}. This record does not assert independent reproduction.

### AtGCN

MAE: 0.4249. Result ID: 69c10fd247f34ce924a8ff84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

Recorded evaluation configuration: {"Number of blocks (l)":"5","Parameter Count":"0.379M"}. This record does not assert independent reproduction.

### Auto-Gait

MAE: 0.6225. Result ID: 69c10fd247f34ce924a8ff82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

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

### GaitGraph

MAE: 0.8286. Result ID: 69c10fd247f34ce924a8ff83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75781e209131cea682f3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aab1e209131cea29a24.md>)

[Implementation](<https://www.sota2.com/github.com/tteepe/GaitGraph>)

Recorded evaluation configuration: {"Parameter Count":"0.320M"}. This record does not assert independent reproduction.

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