Literature DB >> 11942721

A statistical model for interpreting computerized dynamic posturography data.

Alan H Feiveson1, E Jeffrey Metter, William H Paloski.   

Abstract

Computerized dynamic posturography (CDP) is widely used for assessment of altered balance control. CDP trials are quantified using the equilibrium score (ES), which ranges from zero to 100, as a decreasing function of peak sway angle. The problem of how best to model and analyze ESs from a controlled study is considered. The ES often exhibits a skewed distribution in repeated trials, which can lead to incorrect inference when applying standard regression or analysis of variance models. Furthermore, CDP trials are terminated when a patient loses balance. In these situations, the ES is not observable, but is assigned the lowest possible score--zero. As a result, the response variable has a mixed discrete-continuous distribution, further compromising inference obtained by standard statistical methods. Here, we develop alternative methodology for analyzing ESs under a stochastic model extending the ES to a continuous latent random variable that always exists, but is unobserved in the event of a fall. Loss of balance occurs conditionally, with probability depending on the realized latent ES. After fitting the model by a form of quasi-maximum-likelihood, one may perform statistical inference to assess the effects of explanatory variables. An example is provided, using data from the NIH/NIA Baltimore Longitudinal Study on Aging.

Entities:  

Keywords:  NASA Center JSC; NASA Discipline Neuroscience

Mesh:

Year:  2002        PMID: 11942721     DOI: 10.1109/10.991157

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  1 in total

1.  Effects of five days of bed rest with intermittent centrifugation on neurovestibular function.

Authors:  G Clément; M P Bareille; R Goel; D Linnarsson; E Mulder; W H Paloski; J Rittweger; F L Wuyts; J Zange
Journal:  J Musculoskelet Neuronal Interact       Date:  2015-03       Impact factor: 2.041

  1 in total

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