Cross-sectional stratification of fall-related vulnerability in Parkinson’s disease through multimodal fusion of speech, gait, facial expression, and upper-limb movement

Vasileios Skaramagkas, Iro Boura, Georgios Karamanis, Anastasia Pentari, Emilia Michou, Konstantinos Marias, Dimitrios I. Fotiadis, Zinovia Kefalopoulou, Cleanthe Spanaki, Manolis Tsiknakis

Open source

DOI
10.3389/fdgth.2026.1937343
Published
2026-09-23
Container
Frontiers in Digital Health
Publisher
Frontiers Media SA
Open access
unknown

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BibTeX

@article{allodium:10.3389/fdgth.2026.1937343,
  title = {Cross-sectional stratification of fall-related vulnerability in Parkinson’s disease through multimodal fusion of speech, gait, facial expression, and upper-limb movement},
  author = {Vasileios Skaramagkas and Iro Boura and Georgios Karamanis and Anastasia Pentari and Emilia Michou and Konstantinos Marias and Dimitrios I. Fotiadis and Zinovia Kefalopoulou and Cleanthe Spanaki and Manolis Tsiknakis},
  year = {2026},
  journal = {Frontiers in Digital Health},
  doi = {10.3389/fdgth.2026.1937343},
  url = {https://doi.org/10.3389/fdgth.2026.1937343}
}

RIS

TY  - JOUR
TI  - Cross-sectional stratification of fall-related vulnerability in Parkinson’s disease through multimodal fusion of speech, gait, facial expression, and upper-limb movement
AU  - Vasileios Skaramagkas
AU  - Iro Boura
AU  - Georgios Karamanis
AU  - Anastasia Pentari
AU  - Emilia Michou
AU  - Konstantinos Marias
AU  - Dimitrios I. Fotiadis
AU  - Zinovia Kefalopoulou
AU  - Cleanthe Spanaki
AU  - Manolis Tsiknakis
PY  - 2026
JO  - Frontiers in Digital Health
DO  - 10.3389/fdgth.2026.1937343
UR  - https://doi.org/10.3389/fdgth.2026.1937343
ER  - 

APA

Skaramagkas, V., Boura, I., Karamanis, G., Pentari, A., Michou, E., Marias, K., Fotiadis, D. I., Kefalopoulou, Z., Spanaki, C., & Tsiknakis, M. (2026). Cross-sectional stratification of fall-related vulnerability in Parkinson’s disease through multimodal fusion of speech, gait, facial expression, and upper-limb movement. Frontiers in Digital Health. https://doi.org/10.3389/fdgth.2026.1937343

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