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The likelihood ratio is a statistical measure used to compare the probability of a certain outcome under two different hypotheses. In the context of logistic regression for categorical outcomes, it helps assess how well the model explains the observed data by comparing the likelihoods of the fitted model against a null model. A higher likelihood ratio indicates that the model provides a better fit to the data, which is crucial for understanding the strength of the associations between predictors and outcomes.
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