Kaylena A. Ehgoetz Martens

Hierarchical Coarse-to-Fine cGAN for Subtype-Specific Freezing of Gait Signal Generation

This paper introduces a subtype-aware FOG augmentation technique using Hi-CF cGAN to improve FOG detection across subtypes, achieving higher detection rates for minor subtypes.

Feature-Mask-Based Strategies for Subtype-Specific Freezing of Gait Detection using CNNs

This paper develops a feature-mask-based CNN to detect freezing of gait subtypes, finding that manifestation-specific models improve detection sensitivity and specificity compared to general models.

Emotional states affect walking performance

This study examines how emotional states affect gait parameters in young adults, finding that sadness and excitement alter step length, speed, and timing, but not variability or postural control.

Changes in structural network topology correlate with severity of hallucinatory behaviour in Parkinson’s disease

The paper investigates how structural network topology changes correlate with hallucinatory behavior severity in Parkinson’s disease using graph theory and connectivity analysis.

The dynamic basis of cognition: an integrative core under the control of the ascending neuromodulatory system

The paper examines how neuromodulators shape a low-dimensional integrative core in the brain that supports diverse cognitive tasks through dynamic neural activity patterns.