Binary response analysis using logistic regression in dentistry
Binary response analysis using logistic regression in dentistry
Multivariate analysis with binary response is extensively utilized in dental research due to variations in dichotomous outcomes. One of the analyses for binary response variable is binary logistic regression, which explores the associated factors and predicts the response probability of the binary variable. This article aims to explain the statistical concepts of binary logistic regression analysis applicable to the field of dental research, including model fitting, goodness of fit test, and model validation. Moreover, interpretation of the model and logistic regression are also discussed with relevant examples. Practical guidance is also provided for dentists and dental researchers to enhance their basic understanding of binary logistic regression analysis.
binary response, logistic regression, regression model, multivariate analysis, dental research
Liu, Wei
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Srimaneekarn, Natchalee
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Hayter, Anthony
841aec34-bd38-42bb-974c-e3de4752ac38
Tantipoj, Chanita
6086e5ef-27f0-45eb-812b-aa21b46b0cb4
8 March 2022
Liu, Wei
b64150aa-d935-4209-804d-24c1b97e024a
Srimaneekarn, Natchalee
a4b4e01c-0d81-4743-b201-5ec2c0a43c93
Hayter, Anthony
841aec34-bd38-42bb-974c-e3de4752ac38
Tantipoj, Chanita
6086e5ef-27f0-45eb-812b-aa21b46b0cb4
Liu, Wei, Srimaneekarn, Natchalee, Hayter, Anthony and Tantipoj, Chanita
(2022)
Binary response analysis using logistic regression in dentistry.
International Journal of Dentistry, 2022 (5358602), [5358602].
(doi:10.1155/2022/5358602).
Abstract
Multivariate analysis with binary response is extensively utilized in dental research due to variations in dichotomous outcomes. One of the analyses for binary response variable is binary logistic regression, which explores the associated factors and predicts the response probability of the binary variable. This article aims to explain the statistical concepts of binary logistic regression analysis applicable to the field of dental research, including model fitting, goodness of fit test, and model validation. Moreover, interpretation of the model and logistic regression are also discussed with relevant examples. Practical guidance is also provided for dentists and dental researchers to enhance their basic understanding of binary logistic regression analysis.
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5358602
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Accepted/In Press date: 8 February 2022
Published date: 8 March 2022
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© 2022 Natchalee Srimaneekarn et al.
Keywords:
binary response, logistic regression, regression model, multivariate analysis, dental research
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Local EPrints ID: 455157
URI: http://eprints.soton.ac.uk/id/eprint/455157
ISSN: 1687-8728
PURE UUID: 88e2d165-f4b9-4aaf-87d8-caba10390018
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Date deposited: 10 Mar 2022 20:11
Last modified: 17 Mar 2024 02:37
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Author:
Natchalee Srimaneekarn
Author:
Anthony Hayter
Author:
Chanita Tantipoj
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