Literature DB >> 29478049

Interpreting Poisson Regression Models in Dental Caries Studies.

Alex Man Him Chau, Edward Chin Man Lo, May Chun Mei Wong, Chun Hung Chu.   

Abstract

Oral epidemiology involves studying and investigating the distribution and determinants of dental-related diseases in a specified population group to inform decisions in the management of health problems. In oral epidemiology studies, the hypothesis is typically followed by a cogent study design and data collection. Appropriate statistical analysis is essential to demonstrate the scientific association between the independent factors and the target variable. Analysis also helps to develop and build a statistical model. Poisson regression and its extensions have gained more attention in caries epidemiology than other working models such as logistic regression. This review discusses the fundamental principles and basic knowledge of Poisson regression models. It also introduces the use of a robust variance estimator with a focus on the "robust" interpretation of the model. In addition, extensions of regression models, including the zero-inflated model, hurdle model, and negative binomial model, and their interpretation in caries studies are reviewed. Principles of model fitting, including goodness-of-fit measures, are also discussed. Clinicians and researchers should pay attention to the statistical context of the models used and interpret the models to improve the oral and general health of the communities in which they live.
© 2018 S. Karger AG, Basel.

Keywords:  Data mining; Dentistry; Epidemiology; Oral health; Regression analysis; Statistical data interpretation; Statistical model

Mesh:

Year:  2018        PMID: 29478049     DOI: 10.1159/000486970

Source DB:  PubMed          Journal:  Caries Res        ISSN: 0008-6568            Impact factor:   4.056


  6 in total

1.  Early childhood caries among 3- to 5-year-old children in Hong Kong.

Authors:  Duangporn Duangthip; Kitty Jieyi Chen; Sherry Shiqian Gao; Edward Chin Man Lo; Chun Hung Chu
Journal:  Int Dent J       Date:  2018-11-22       Impact factor: 2.607

2.  Preventing early childhood caries with silver diamine fluoride: study protocol for a randomised clinical trial.

Authors:  Sherry Shiqian Gao; Kitty Jieyi Chen; Duangporn Duangthip; May Chun Mei Wong; Edward Chin Man Lo; Chun Hung Chu
Journal:  Trials       Date:  2020-02-04       Impact factor: 2.279

3.  Grappling With the COVID-19 Health Crisis: Content Analysis of Communication Strategies and Their Effects on Public Engagement on Social Media.

Authors:  Cindy Sing Bik Ngai; Rita Gill Singh; Wenze Lu; Alex Chun Koon
Journal:  J Med Internet Res       Date:  2020-08-24       Impact factor: 5.428

4.  The Importance of Genuineness in Public Engagement-An Exploratory Study of Pediatric Communication on Social Media in China.

Authors:  Wenze Lu; Cindy Sing Bik Ngai; Lu Yang
Journal:  Int J Environ Res Public Health       Date:  2020-09-27       Impact factor: 3.390

5.  Comparing two fluoride therapies for caries management in young children: study protocol for a randomised clinical trial.

Authors:  Sherry Shiqian Gao; Faith Miaomiao Zheng; Kitty Jieyi Chen; Duangporn Duangthip; Edward Chin Man Lo; Chun Hung Chu
Journal:  Trials       Date:  2021-08-04       Impact factor: 2.279

6.  Engaging social media users with attitudinal messages during health crisis communication.

Authors:  Le Yao; Cindy Sing Bik Ngai
Journal:  Lingua       Date:  2021-10-27
  6 in total

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