# Enhancing Gait Analysis for Parkinson’s Disease Detection and Severity Staging With a Parallel Conv1D-Efficient Transformer and Bidirectional GRU Hybrid Architecture

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/enhancing-gait-analysis-for-parkinson-s-disease-detection-and-severity-staging/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Xiaoli Huan,Hong Zhou,Byungkwan Jung,Long Ma |
| Citations | 2 |
| DOI | 10.1109/access.2025.3543749 |
| Fields | Engineering,Materials Science |
| Open Access | true |
| OA Status | gold |
| OA URL | https://doi.org/10.1109/access.2025.3543749 |
| OpenAlex ID | https://openalex.org/W4407736608 |
| Type | article |
| Year | 2025 |

## Paper authors

- [Xiaoli Huan](https://scholariq.org/researchers/xiaoli-huan/)

## Paper journal

- [IEEE Access](https://scholariq.org/journals/ieee-access/)

## Paper primary topic

- [Muscle activation and electromyography studies](https://scholariq.org/topics/muscle-activation-and-electromyography-studies/)

## Paper topics

- [Muscle activation and electromyography studies](https://scholariq.org/topics/muscle-activation-and-electromyography-studies/)
- [Gait Recognition and Analysis](https://scholariq.org/topics/gait-recognition-and-analysis/)
- [Conducting polymers and applications](https://scholariq.org/topics/conducting-polymers-and-applications/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.