The log transformation is often used to reduce skewness of a measurement variable. If, after transformation, the distribution is symmetric, then the Welch t-test might be used to compare groups. If, also, the distribution becomes close to normal, then a reference interval might be determined.
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The corresponding record at NLM can be accessed at https://www.ncbi.nlm.nih.gov/pubmed/34666549