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An Introduction to Logistic Regression: From Basic Concepts to Interpretation with Particular Attention to Nursing Domain
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  • An Introduction to Logistic Regression: From Basic Concepts to Interpretation with Particular Attention to Nursing Domain
  • An Introduction to Logistic Regression: From Basic Concepts to Interpretation with Particular Attention to Nursing Domain
저자명
Park. Hyeoun-Ae
간행물명
Journal of Korean academy of nursing
권/호정보
2013년|43권 2호|pp.154-164 (11 pages)
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한국간호과학회
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정기간행물|ENG|
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이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
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기타언어초록

Purpose: The purpose of this article is twofold: 1) introducing logistic regression (LR), a multivariable method for modeling the relationship between multiple independent variables and a categorical dependent variable, and 2) examining use and reporting of LR in the nursing literature. Methods: Text books on LR and research articles employing LR as main statistical analysis were reviewed. Twenty-three articles published between 2010 and 2011 in the Journal of Korean Academy of Nursing were analyzed for proper use and reporting of LR models. Results: Logistic regression from basic concepts such as odds, odds ratio, logit transformation and logistic curve, assumption, fitting, reporting and interpreting to cautions were presented. Substantial shortcomings were found in both use of LR and reporting of results. For many studies, sample size was not sufficiently large to call into question the accuracy of the regression model. Additionally, only one study reported validation analysis. Conclusion: Nursing researchers need to pay greater attention to guidelines concerning the use and reporting of LR models.