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We conducted a simulation study to illustrate that P values can suggest but not confirm statistical significance; and they may not indicate epidemiological significance (importance). We recommend that researchers consider reporting effect sizes as P values in conjunction with confidence intervals or point estimates with standard errors to indicate precision (uncertainty).

An Illustration of Errors in Using the P Value to Indicate Clinical Significance or Epidemiological Importance of a Study Finding