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Correlation Coefficients For A Study With Repeated Measures, Guogen Shan, Hua Zhang, Tao Jiang
Correlation Coefficients For A Study With Repeated Measures, Guogen Shan, Hua Zhang, Tao Jiang
Environmental & Occupational Health Faculty Publications
Repeated measures are increasingly collected in a study to investigate the trajectory of measures over time. One of the first research questions is to determine the correlation between two measures. The following five methods for correlation calculation are compared: (1) Pearson correlation; (2) correlation of subject means; (3) partial correlation for subject effect; (4) partial correlation for visit effect; and (5) a mixed model approach. Pearson correlation coefficient is traditionally used in a cross-sectional study. Pearson correlation is close to the correlations computed from mixed-effects models that consider the correlation structure, but Pearson correlation may not be theoretically appropriate in …