Quantifying the Effect Size of Exposure-Outcome Association Using δ-Score: Application to Environmental Chemical Mixture Studies

نویسندگان

چکیده

Epidemiologists often study the associations between a set of exposures and multiple biologically relevant outcomes. However, frequently used scale-and-context-dependent regression coefficients may not offer meaningful comparisons could further complicate interpretation if these outcomes do have similar units. Additionally, when scaling up hypothesis-driven based on preliminary data, knowing how large to make sample size is major uncertainty for epidemiologists. Conventional p-value-based calculations emphasize precision might lead small- moderate-effect sizes. This asymmetry utility costly detection irrelevant effects. Here, we introduce “δ-score” concept, by modifying Cohen’s f2. δ-score scale independent circumvents challenges coefficients. Further, under new hypothesis testing framework, it quantifies maximum f2 with certain optimal properties. We also introduced “Sufficient size”, which minimum required attain δ-score. Finally, data adults from 2017–2018 U.S. National Health Nutrition Examination Survey demonstrate sufficient reduced finding mixtures per-and polyfluoroalkyl substances metals serum high-density low-density lipoprotein cholesterol.

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ژورنال

عنوان ژورنال: Symmetry

سال: 2022

ISSN: ['0865-4824', '2226-1877']

DOI: https://doi.org/10.3390/sym14101962