Related Experiment Video
Updated: Feb 5, 2026

Body Composition and Metabolic Caging Analysis in High Fat Fed Mice
Published on: May 24, 2018
Revisiting the United States Army body composition standards: a receiver operating characteristic analysis
Russell Nelson1, Johnathan Cheatham1, Dympna Gallagher2
1Department of Mathematical Sciences, Military Academy, West Point, NY, 10996, USA.
Background:
The objective for percent body fat standards in the United States Army Body Composition Program (ABCP) is to ensure soldiers maintain optimal well-being and performance under all conditions. However, conducting large-scale experiments within the United States Army to evaluate the efficacy of the thresholds is challenging.
Methods:
A receiver operating characteristic (ROC) analysis with corresponding area under the curve (AUC) was performed on body mass index (BMI) and waist circumference to determine optimal gender-specific age cohort thresholds that meet ABCP percent body fat standards in the National Health and Nutrition Examination Survey (NHANES) III. A second dataset consisting of a cohort of basic training recruits (N = 20,896 soldiers, 28% female) with BMI and waist circumference measured using a 3D body image scanner was applied to calculate what percent of basic training recruits meet the ABCP percent body fat standards. Regression models to determine the contribution of different circumference sites to the predictions of percent body fat were developed using a database compiled at the New York Obesity Research Center (N = 500).
Results:
Optimal BMI thresholds ranged from 23.65 kg/m2 (17-21-year-old cohort) to 26.55 kg/m2 (40 and over age cohort) for males and 21.75 to 24.85 kg/m2 for females. The AUC values were between 0.86 and 0.92. The waist circumference thresholds ranged 81.35 to 97.55 cm for males and 77.05 to 89.35 cm for females with AUC values between 0.90 and 0.91. These BMI thresholds were exceeded by 65% of male and 74% of female basic training recruits and waist circumference thresholds were exceeded by 73% of male and 85% of female recruits. The single circumference that contributed most to prediction of body fat was waist circumference in males and mid-thigh circumference in females.
Conclusions:
The ABCP percent body fat thresholds yield BMI thresholds that are below the United States Army BMI standards, especially in females which suggests the ABCP percent body fat standards may be too restrictive. The United States Army percent body fat standards could instead be matched to existing national health guidelines.
Related Concept Videos
Receiver Operating Characteristic Plot
Measurement: Standard Units
Composite Bodies
Composite bodies have widespread applications in mechanical engineering, from automobiles to aircraft to rockets. For example, an automobile wheel comprises...
Units and Standards of Measurement
Measurements of physical quantities are...
Composition of Body Fluids
Measurement: Derived Units

