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Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults

INTRODUCTION: Analysis of outcome measures from nonrandomized, observational studies of people participating or not participating in health programs may be suspect because of selection bias. For example, fitness programs may preferentially enroll people who are already committed to healthy lifestyle...

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Autores principales: Williams, Barbara, Diehr, Paula, LoGerfo, James
Formato: Texto
Lenguaje:English
Publicado: Centers for Disease Control and Prevention 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2938404/
https://www.ncbi.nlm.nih.gov/pubmed/20712937
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author Williams, Barbara
Diehr, Paula
LoGerfo, James
author_facet Williams, Barbara
Diehr, Paula
LoGerfo, James
author_sort Williams, Barbara
collection PubMed
description INTRODUCTION: Analysis of outcome measures from nonrandomized, observational studies of people participating or not participating in health programs may be suspect because of selection bias. For example, fitness programs may preferentially enroll people who are already committed to healthy lifestyles, including use of preventive services. Some of our earlier studies have attempted to account for this potential bias by including an ad hoc preventive services index created from the patient's number of earlier clinical preventive services, to adjust for health-seeking behaviors. However, this index has not been validated. We formally evaluated the performance of this preventive services index by comparing it with its component parts and with an alternative index derived from principal component analysis by using the weighted sums of the principal components. METHODS: We used data from a cohort of 38,046 older adults. We used the following variables from the administrative database of a health maintenance organization to create this index: fecal occult blood test, flexible sigmoidoscopy, screening mammogram, prostate cancer screening, influenza vaccination, pneumococcal vaccination, and preventive care office visits. RESULTS: The preventive services index was positively correlated with each of the following components: colon cancer screening (r = .752), screening mammogram (r = .559), prostate cancer screening (r = .592), influenza vaccination (r = .844), pneumococcal vaccination (r = .487), and preventive care office visits (r = .737). An alternative preventive services index, created by using principal component analysis, had similar performance. CONCLUSION: A preventive services index created by using administrative data has good face validity and construct validity and can be used to partially adjust for selection bias in observational studies of cost and use outcomes.
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spelling pubmed-29384042010-09-30 Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults Williams, Barbara Diehr, Paula LoGerfo, James Prev Chronic Dis Original Research INTRODUCTION: Analysis of outcome measures from nonrandomized, observational studies of people participating or not participating in health programs may be suspect because of selection bias. For example, fitness programs may preferentially enroll people who are already committed to healthy lifestyles, including use of preventive services. Some of our earlier studies have attempted to account for this potential bias by including an ad hoc preventive services index created from the patient's number of earlier clinical preventive services, to adjust for health-seeking behaviors. However, this index has not been validated. We formally evaluated the performance of this preventive services index by comparing it with its component parts and with an alternative index derived from principal component analysis by using the weighted sums of the principal components. METHODS: We used data from a cohort of 38,046 older adults. We used the following variables from the administrative database of a health maintenance organization to create this index: fecal occult blood test, flexible sigmoidoscopy, screening mammogram, prostate cancer screening, influenza vaccination, pneumococcal vaccination, and preventive care office visits. RESULTS: The preventive services index was positively correlated with each of the following components: colon cancer screening (r = .752), screening mammogram (r = .559), prostate cancer screening (r = .592), influenza vaccination (r = .844), pneumococcal vaccination (r = .487), and preventive care office visits (r = .737). An alternative preventive services index, created by using principal component analysis, had similar performance. CONCLUSION: A preventive services index created by using administrative data has good face validity and construct validity and can be used to partially adjust for selection bias in observational studies of cost and use outcomes. Centers for Disease Control and Prevention 2010-08-15 /pmc/articles/PMC2938404/ /pubmed/20712937 Text en https://creativecommons.org/licenses/by/4.0/This is a publication of the U.S. Government. This publication is in the public domain and is therefore without copyright. All text from this work may be reprinted freely. Use of these materials should be properly cited.
spellingShingle Original Research
Williams, Barbara
Diehr, Paula
LoGerfo, James
Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults
title Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults
title_full Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults
title_fullStr Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults
title_full_unstemmed Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults
title_short Evaluating a Preventive Services Index to Adjust for Healthy Behaviors in Observational Studies of Older Adults
title_sort evaluating a preventive services index to adjust for healthy behaviors in observational studies of older adults
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2938404/
https://www.ncbi.nlm.nih.gov/pubmed/20712937
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