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Cancer Research, Statistics, and Treatment
Article . 2021 . Peer-reviewed
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Logistic regression

A simple primer
Authors: Ankita Pal;

Logistic regression

Abstract

Logistic regression is used to obtain the odds ratio in the presence of more than one explanatory variable. This procedure is quite similar to multiple linear regression, with the only exception that the response variable is binomial. The result is the impact of each variable on the odds ratio of the observed event of interest. The main advantage of performing logistic regression is to avoid the effects of confounders by analyzing the association of all the variables together. In this article, we explain how to perform a logistic regression using practical examples. After defining the technique, the assumptions that need to be checked are explained, along with the process of checking them using the R software.

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Keywords

logistic regression, diagnostics, r, odds ratio, Neoplasms. Tumors. Oncology. Including cancer and carcinogens, regression analysis, RC254-282

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    popularity
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    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
16
Top 10%
Top 10%
Top 10%
gold