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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Main Authors: Kamakshi V. Gopal, Richard Herrington, Jacquelin Pearce
Format: Article
Language:English
Published: Hindawi Limited 2009-01-01
Series:International Journal of Otolaryngology
Online Access:http://dx.doi.org/10.1155/2009/745151
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spelling 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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