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Updated: Nov 30, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Implicit and explicit fat bias among adolescents from two US populations varying by obesity prevalence
1Department of Anthropology, Indiana University, Bloomington, Indiana, USA.
Background:
Research shows that explicit (reported) and implicit (unconscious) bias are distinct constructs varying by socioecological context. Implicit bias better predicts poor health outcomes related to chronic psychosocial stress.
Objectives:
Variation in fat bias was identified in two populations of adolescents in Indiana counties with relatively high (Lawrence) and low (Monroe) obesity prevalence.
Methods:
Adolescents (n = 185) aged 14-18 years were recruited October 2017-2018. Explicit fat bias was measured using the Attitudes Towards Obese Persons (ATOP) scale. Implicit fat bias was measured using the obesity attitude implicit association test (IAT).
Results:
Both samples scored high on the ATOP, indicating more positive reported attitudes towards persons with obesity, and scores did not differ between counties (P > .05) after adjusting for age, sex, ethnicity, and BMI-for-age percentile. Both samples demonstrated unconscious anti-fat bias, with Monroe exhibiting significantly higher IAT scores (ie, greater anti-fat bias) than Lawrence after controlling for confounders (P = .039).
Conclusion:
Differences between explicit and implicit fat-bias were observed. Both samples reported positive attitudes towards obesity but also demonstrated unconscious anti-fat bias. Unconscious anti-fat bias was significantly higher in the county with lower prevalence of obesity, suggesting epidemiological context may influence implicit fat bias. Higher obesity prevalence may reduce unconscious anti-fat bias in a population or, alternatively, lower obesity prevalence may increase such bias.
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