Confidence intervals provide information about the unknown values of the true regression coefficients,accounting for sampling error.

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Confidence intervals are used to estimate the range within which the true population parameter (in this case, the regression coefficient) lies. They take into account the uncertainty due to sampling variability by providing a range of values within which the true parameter is likely to fall, rather than a single point estimate.

Confidence Intervals Provide Information About the Unknown Values of the True