Cluster analysis for the extraction of sagittal gait patterns in children with cerebral palsy

2007 ◽  
Vol 25 (2) ◽  
pp. 157-165 ◽  
Author(s):  
Brigitte Toro ◽  
Christopher J. Nester ◽  
Pauline C. Farren
Keyword(s):  
Cluster Analysis ◽  
Cerebral Palsy ◽  
Gait Patterns ◽  
Children With Cerebral Palsy

Determination of gait patterns in children with cerebral palsy using cluster analysis

1999 ◽  
Vol 10 (1) ◽  
pp. 57 ◽  
Author(s):  
G. Kienast ◽  
D. Bachmann ◽  
G. Steinwender ◽  
E.-B. Zwick ◽  
V. Saraph
Keyword(s):  
Cluster Analysis ◽  
Cerebral Palsy ◽  
Gait Patterns ◽  
Children With Cerebral Palsy

Analysis of gait patterns pre- and post- Single Event Multilevel Surgery in children with Cerebral Palsy by means of Offset-Wise Movement Analysis Profile and Linear Fit Method

2017 ◽  
Vol 55 ◽  
pp. 145-155 ◽  
Author(s):  
Andrea Ancillao ◽  
Marjolein M. van der Krogt ◽  
Annemieke I. Buizer ◽  
Melinda M. Witbreuk ◽  
Paolo Cappa ◽  
...  
Keyword(s):  
Cerebral Palsy ◽  
Movement Analysis ◽  
Single Event ◽  
Gait Patterns ◽  
Multilevel Surgery ◽  
Children With Cerebral Palsy ◽  
Linear Fit

scholarly journals An Unsupervised Data-Driven Model to Classify Gait Patterns in Children with Cerebral Palsy

2020 ◽  
Vol 9 (5) ◽  
pp. 1432
Author(s):  
Julie Choisne ◽  
Nicolas Fourrier ◽  
Geoffrey Handsfield ◽  
Nada Signal ◽  
Denise Taylor ◽  
...  
Keyword(s):  
Cerebral Palsy ◽  
Gait Pattern ◽  
Data Driven ◽  
Self Organizing Map ◽  
Gait Patterns ◽  
Gait Biomechanics ◽  
Children With Cerebral Palsy ◽  
Profile Score ◽  
Data Driven Modeling ◽  
Gait Variable

Ankle and foot orthoses are commonly prescribed to children with cerebral palsy (CP). It is unclear whether 3D gait analysis (3DGA) provides sufficient and reliable information for clinicians to be consistent when prescribing orthoses. Data-driven modeling can probe such questions by revealing non-intuitive relationships between variables such as 3DGA parameters and gait outcomes of orthoses use. The purpose of this study was to (1) develop a data-driven model to classify children with CP according to their gait biomechanics and (2) identify relationships between orthotics types and gait patterns. 3DGA data were acquired from walking trials of 25 typically developed children and 98 children with CP with additional prescribed orthoses. An unsupervised self-organizing map followed by k-means clustering was developed to group different gait patterns based on children’s 3DGA. Model inputs were gait variable scores (GVSs) extracted from the gait profile score, measuring root mean square differences from TD children’s gait cycle. The model identified five pathological gait patterns with statistical differences in GVSs. Only 43% of children improved their gait pattern when wearing an orthosis. Orthotics prescriptions were variable even in children with similar gait patterns. This study suggests that quantitative data-driven approaches may provide more clarity and specificity to support orthotics prescription.

Changes in gait patterns over time in children with cerebral palsy

1997 ◽  
Vol 5 (1) ◽  
pp. 83
Author(s):  
K.J. Bell ◽  
S. Õunpuu ◽  
R.B. Davis ◽  
P.A. DeLuca
Keyword(s):  
Cerebral Palsy ◽  
Gait Patterns ◽  
Children With Cerebral Palsy ◽  
Over Time

Objective classification of gait patterns in children with cerebral palsy

2006 ◽  
Vol 24 ◽  
pp. S264-S265
Author(s):  
Kim Daniels ◽  
Kaat Desloovere ◽  
Guy Molenaers ◽  
Anja Van Campenhout ◽  
Nele Op de Beeck ◽  
...  
Keyword(s):  
Cerebral Palsy ◽  
Gait Patterns ◽  
Children With Cerebral Palsy ◽  
Objective Classification

P111 Classification of gait patterns in children with cerebral palsy

2008 ◽  
Vol 28 ◽  
pp. S116-S117
Author(s):  
G. Yavuzer ◽  
O. Erdas ◽  
O. Dalay ◽  
B. Sonel ◽  
H. Gok ◽  
...  
Keyword(s):  
Cerebral Palsy ◽  
Gait Patterns ◽  
Children With Cerebral Palsy

Automatic classification of gait patterns in children with cerebral palsy using fuzzy clustering method

2020 ◽  
Vol 73 ◽  
pp. 189-194
Author(s):  
Hamed Darbandi ◽  
Mina Baniasad ◽  
Soroush Baghdadi ◽  
Aminreza Khandan ◽  
Amirreza Vafaee ◽  
...  
Keyword(s):  
Cerebral Palsy ◽  
Fuzzy Clustering ◽  
Automatic Classification ◽  
Clustering Method ◽  
Gait Patterns ◽  
Fuzzy Clustering Method ◽  
Children With Cerebral Palsy
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