Evaluation of body fat estimated from body mass index and impedance in Belgian male military candidates: comparing two methods for estimating body composition
Abstract
OBJECTIVE: The study objective was to evaluate whether a classification based on body mass index (BMI) agrees with a classification based on body fat mass, estimated by bioelectrical impedance. METHODS: A random sample of 448 male candidates between 18 and 20 years was selected during their medical visit in a military recruitment center. BMI was determined as weight/height2 and was considered normal between 20.0 and 25.0 kg/m2 (cfr. WHO classification). Percentage of body fat was estimated with bioelectrical impedance, using the Omron Body Fat Analyzer HBF-306. Subjects with a body fat percentage measured by bipolar bioelectrical impedance analysis (BF%(IMP)) < or = 20.9% were considered normal weight, while subjects with a BF%(IMP) > or = 21.0% were considered overweight. We used the following classification: true positives were normal scores for BMI and impedance; false positives were normal scores for BMI but not for impedance; true negatives were overweight scores for BMI and for impedance; and false negatives were overweight scores for BMI but not for impedance. Data were analyzed using the SPSS statistical program. RESULTS: BMI ranged from 17.0 to 29.4 kg/m2; percentage of fat mass varied between 5.3 and 31.4% of body weight. Of the total sample, 328 (73.2%) candidates were classified as true positive, 29 (6.5%) as false negative, 47 (10.5%) as false positive, and finally 44 (9.8%) as true negative. The difference in classification in normal weight versus overweight between the BMI method and the bipolar bioelectrical impedance method was statistically significant (chi2 with one df = 86.04; p < 0.001). CONCLUSIONS: To limit false-negative classifications, additional impedance measurements in the BMI category between 25.0 and 27.0 kg/m2 is mandatory to determine whether there is really an excess fat mass.
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Different individuals can have the same BMI but different body composition and therefore different body shapes.
“They illustrate how different individuals can have the same BMI but different body composition (i.e., higher muscle mass with lower body fat, or vice versa), and therefore different body shapes (Yajnik and Yudkin, 2004; Mullie et al., 2008).”
From The degree to which the cultural ideal is internalized predicts judgments of male and female physical attractiveness (2022) · cites this paper as Mullie et al., 2008
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References 26 · Cited by 56
- Authors
- Mullie, P., Vansant, G., Hulens, M., Clarys, P., & Degrave, E.
- Affiliations
- Queen Astrid Military Hospital (BE)
- KU Leuven (BE)
- Vrije Universiteit Brussel (BE)
- Venue
- Military Medicine
- Publisher
- Oxford University Press (OUP)
- Published
- 2008-03
- Volume
- 173
- Issue
- 3
- Pages
- 266-270
- ISSN
- 0026-4075 (ISSN-L)
- 1930-613X
- OpenAlex
- W1780525925
- Cited by
- 56
- References
- 26
- Citations by year
- 2026: 3 · 2025: 2 · 2024: 3 · 2023: 3 · 2022: 2 · 2021: 3 · 2020: 6 · 2019: 4 · 2018: 4 · 2017: 2 · 2016: 5 · 2015: 3 · 2014: 2 · 2013: 2 · 2012: 3
- FWCI
- 2.03
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Military Medicine (publishedVersion)
- PubMed (publishedVersion)
- VUBIR (Vrije Universiteit Brussel) (submittedVersion)
- Topics
- Health Sciences › Medicine › Physiology › Body Composition Measurement Techniques
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Health Sciences › Health Professions › Occupational Therapy › Occupational Health and Performance
- Keywords
- body mass index, bioelectrical impedance analysis, body fat percentage, body composition, military recruits, obesity screening
- MeSH terms
- Adipose Tissue, Adolescent, Adult, Anthropometry, Belgium, Body Composition, Cross-Sectional Studies, Health Status, Health Status Indicators, Humans, Male, Military Medicine, Military Personnel, Obesity, Body Mass Index, Electric Impedance, Overweight
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