|
|
Quantitative classification of pediatric swallowing through accelerometry
|
|
|
|
|
نویسنده
|
celeste m. ,azadeh k. ,sejdi e. ,berall g. ,chau t.
|
منبع
|
journal of neuroengineering and rehabilitation - 2012 - دوره : 9 - شماره : 1
|
چکیده
|
Background: dysphagia or swallowing disorder negatively impacts a child's health and development. the gold standard of dysphagia detection is videofluoroscopy which exposes the child to ionizing radiation,and requires specialized clinical expertise and expensive institutionally-based equipment,precluding day-to-day and repeated assessment of fluctuating swallowing function. swallowing accelerometry is the non-invasive measurement of cervical vibrations during swallowing and may provide a portable and cost-effective bedside alternative. in particular,dual-axis swallowing accelerometry has demonstrated screening potential in older persons with neurogenic dysphagia,but the technique has not been evaluated in the pediatric population. methods: in this study,dual-axis accelerometric signals were collected simultaneous to videofluoroscopic records from 29 pediatric participants (age 6.8 ± 4.8 years; 20 males) previously diagnosed with neurogenic dysphagia. participants swallowed 3-5 sips of barium-coated boluses of different consistencies (normally,from thick puree to thin liquid) by spoon or bottle. videofluoroscopic records were reviewed retrospectively by a clinical expert to extract swallow timings and ratings. the dual-axis acceleration signals corresponding to each identified swallow were pre-processed,segmented and trimmed prior to feature extraction from time,frequency,time-frequency and information theoretic domains. feature space dimensionality was reduced via principal components. results: using 8-fold cross-validation,16-17 dimensions and a support vector machine classifier with an rbf kernel,an adjusted accuracy of 89.6% ± 0.9 was achieved for the discrimination between swallows with and with out airway entry. conclusions: our results suggest that dual-axis accelerometry has merit in the non-invasive detection of unsafe swallows in children and deserves further consideration as a pediatric medical device. © 2012 mérey et al; licensee biomed central ltd.
|
کلیدواژه
|
Accelerometry; Classification; Dual-axis; Dysphagia; Swallowing
|
آدرس
|
institute of biomaterials and biomedical engineering,university of toronto,toronto,on, Canada, bloorview research institute,150 kilgour road,toronto,on, Canada, department of electrical and computer engineering,university of pittsburgh,pittsburgh,pa, United States, department of paediatrics,north york general hospital,4001 leslie st.,toronto,on, Canada, institute of biomaterials and biomedical engineering,university of toronto,toronto,on, Canada
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Authors
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|