# Parkinson's Disease (PD) staging on Bridge2AI-Voice PD

Source: [Parkinson's Disease (PD) staging on Bridge2AI-Voice PD](<https://www.sota2.com/research/sota/parkinson-s-disease-pd-staging-on-bridge2ai-voice-pd>)

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

Data updated: 2026-06-16T06:51:38.982Z

Evaluation of model performance for staging Parkinson's Disease using the Bridge2AI-Voice PD 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 | Parkinson's Disease (PD) staging |
| Dataset (including any stated split) | Bridge2AI-Voice PD |
| Metric | Macro AUROC |
| Unit | SCALAR |
| Direction | Higher 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

- [Macro AUROC](<https://www.sota2.com/research/sota/parkinson-s-disease-pd-staging-on-bridge2ai-voice-pd.md?metric=Macro%20AUROC>): Higher is better; unit: SCALAR.

- [Accuracy](<https://www.sota2.com/research/sota/parkinson-s-disease-pd-staging-on-bridge2ai-voice-pd.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/parkinson-s-disease-pd-staging-on-bridge2ai-voice-pd.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/parkinson-s-disease-pd-staging-on-bridge2ai-voice-pd.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| NeurMLLM | 0.872 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| ClsHead | 0.823 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| LLM-A-X | 0.717 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| CrossAttn | 0.692 | Not recorded | 6a30d88ed33dfb23e783cbd9 |
| LR | 0.657 | Not recorded | 6a30d88ed33dfb23e783cbd9 |

### NeurMLLM

Macro AUROC: 0.872. Result ID: 6a30f278fbc373592c2c8f95.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### ClsHead

Macro AUROC: 0.823. Result ID: 6a30f278fbc373592c2c8f93.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### LLM-A-X

Macro AUROC: 0.717. Result ID: 6a30f278fbc373592c2c8f94.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### CrossAttn

Macro AUROC: 0.692. Result ID: 6a30f278fbc373592c2c8f92.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

### LR

Macro AUROC: 0.657. Result ID: 6a30f278fbc373592c2c8f91.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d88ed33dfb23e783cbd9.md>)

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

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