Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments
Studies have shown that cigarette smoking is a risk factor for hearing loss; however, no information is available on auditory preclinical indicators in young chronic cigarette smokers. Cigarette smoking involves exposure to many harmful chemicals including carbon monoxide (CO). In this study, the CO...
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Series: | International Journal of Otolaryngology |
Online Access: | http://dx.doi.org/10.1155/2009/745151 |
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doaj-d0c37fad967e440facc6dc9ce487e4b72020-11-25T02:57:23ZengHindawi LimitedInternational Journal of Otolaryngology1687-92011687-921X2009-01-01200910.1155/2009/745151745151Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation AssessmentsKamakshi V. Gopal0Richard Herrington1Jacquelin Pearce2Department of Speech and Hearing Sciences, University of North Texas, Denton, TX 76203, USAAcademic Computing Services, University of North Texas, Denton, TX 76203, USADepartment of Speech and Hearing Sciences, University of North Texas, Denton, TX 76203, USAStudies have shown that cigarette smoking is a risk factor for hearing loss; however, no information is available on auditory preclinical indicators in young chronic cigarette smokers. Cigarette smoking involves exposure to many harmful chemicals including carbon monoxide (CO). In this study, the CO level in 16 young normal hearing male chronic smokers was measured with a CO monitor, and was used as the outcome measure. Subjects were administered a battery of audiological tests that included behavioral and electrophysiologic measures. The goal was to investigate which auditory test measures can be used as potential predictors of the outcome measure. Using ordinary least squares estimation procedures with best-subsets selection and bootstrapped stepwise variable selection procedures, an optimal predictive multiple linear regression model was selected. Results of this approach indicated that auditory brainstem response peak V amplitudes and distortion product otoacoustic emissions had the highest predictive value and accounted for most of the variability.http://dx.doi.org/10.1155/2009/745151 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kamakshi V. Gopal Richard Herrington Jacquelin Pearce |
spellingShingle |
Kamakshi V. Gopal Richard Herrington Jacquelin Pearce Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments International Journal of Otolaryngology |
author_facet |
Kamakshi V. Gopal Richard Herrington Jacquelin Pearce |
author_sort |
Kamakshi V. Gopal |
title |
Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments |
title_short |
Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments |
title_full |
Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments |
title_fullStr |
Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments |
title_full_unstemmed |
Analysis of Auditory Measures in Normal Hearing Young Male Adult Cigarette Smokers Using Multiple Variable Selection Methods with Predictive Validation Assessments |
title_sort |
analysis of auditory measures in normal hearing young male adult cigarette smokers using multiple variable selection methods with predictive validation assessments |
publisher |
Hindawi Limited |
series |
International Journal of Otolaryngology |
issn |
1687-9201 1687-921X |
publishDate |
2009-01-01 |
description |
Studies have shown that cigarette smoking is a risk factor for hearing loss; however, no information is available on auditory preclinical indicators in young chronic cigarette smokers. Cigarette smoking involves exposure to many harmful chemicals including carbon monoxide (CO). In this study, the CO level in 16 young normal hearing male chronic smokers was measured with a CO monitor, and was used as the outcome measure. Subjects were administered a battery of audiological tests that included behavioral and electrophysiologic measures. The goal was to investigate which auditory test measures can be used as potential predictors of the outcome measure. Using ordinary least squares estimation procedures with best-subsets selection and bootstrapped stepwise variable selection procedures, an optimal predictive multiple linear regression model was selected. Results of this approach indicated that auditory brainstem response peak V amplitudes and distortion product otoacoustic emissions had the highest predictive value and accounted for most of the variability. |
url |
http://dx.doi.org/10.1155/2009/745151 |
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