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The utility of the maximum likelihood F-test was demonstrated as an alternative to the omnibus Chi-square test when evaluating model fit in confirmatory factor analysis with small samples, as it has been well documented that the likelihood ratio test (T ML ) with small samples is not Chi-square distributed.

Using the Omnibus Maximum Likelihood F-Test in Confirmatory Factor Analysis Using R