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. Author manuscript; available in PMC: 2017 Aug 8.
Published in final edited form as: Int J Obes (Lond). 2015 Nov 5;40(4):587–594. doi: 10.1038/ijo.2015.231

Table 2.

Males: R2 and RMSE overall and in subgroups in full sample (n =11 884), NHANES 1999–2006

Modela Overall
Age
Race/Ethnicity
Age × Race/Ethnicity
8–19 years
≥20 years
White
Black
Mexican
White-Boys
White-Men
Black-Boys
Black-Men
Mexican-Boys
Mexican-Men
R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE R2 RMSE
A 0.845 2.52 0.886 2.63 0.821 2.49 0.839 2.52 0.864 2.54 0.835 2.46 0.881 2.59 0.816 2.50 0.889 2.67 0.845 2.49 0.889 2.65 0.787 2.38
B 0.842 2.55 0.882 2.67 0.818 2.51 0.836 2.54 0.863 2.56 0.832 2.48 0.876 2.65 0.814 2.52 0.884 2.72 0.845 2.49 0.889 2.65 0.783 2.41
C 0.793 2.91 0.839 3.12 0.765 2.86 0.786 2.90 0.822 2.91 0.789 2.77 0.832 3.07 0.760 2.86 0.844 3.16 0.804 2.80 0.845 3.14 0.741 2.63
D 0.840 2.56 0.879 2.70 0.817 2.52 0.834 2.56 0.860 2.58 0.832 2.48 0.872 2.69 0.813 2.53 0.883 2.73 0.841 2.52 0.887 2.67 0.783 2.40
E 0.769 3.08 0.807 3.42 0.743 2.99 0.764 3.05 0.790 3.16 0.764 2.94 0.801 3.35 0.740 2.97 0.808 3.50 0.772 3.02 0.817 3.41 0.719 2.74
F 0.840 2.57 0.882 2.67 0.814 2.54 0.833 2.57 0.859 2.59 0.832 2.48 0.876 2.64 0.809 2.55 0.884 2.73 0.839 2.53 0.890 2.64 0.782 2.41
G 0.842 2.55 0.882 2.67 0.817 2.52 0.835 2.55 0.862 2.56 0.831 2.48 0.875 2.65 0.813 2.53 0.885 2.71 0.843 2.50 0.889 2.65 0.781 2.41
H 0.805 2.83 0.856 2.95 0.775 2.79 0.796 2.83 0.827 2.87 0.797 2.72 0.849 2.92 0.768 2.81 0.862 2.97 0.800 2.83 0.855 3.03 0.747 2.59
I 0.836 2.59 0.878 2.72 0.811 2.56 0.829 2.59 0.856 2.62 0.829 2.50 0.872 2.68 0.806 2.57 0.880 2.77 0.836 2.56 0.887 2.68 0.778 2.43
J 0.766 3.10 0.804 3.44 0.741 3.00 0.761 3.07 0.789 3.17 0.763 2.94 0.797 3.39 0.738 2.99 0.806 3.51 0.772 3.02 0.816 3.41 0.717 2.75
K 0.682 3.61 0.735 4.00 0.647 3.50 0.675 3.58 0.699 3.78 0.695 3.34 0.724 3.95 0.643 3.49 0.737 4.10 0.666 3.65 0.747 4.00 0.649 3.06
L 0.764 3.11 0.801 3.47 0.738 3.01 0.759 3.08 0.784 3.20 0.762 2.95 0.793 3.42 0.736 3.00 0.802 3.55 0.767 3.05 0.815 3.42 0.716 2.75
M 0.789 2.94 0.854 2.97 0.751 2.94 0.778 2.96 0.810 3.00 0.792 2.76 0.846 2.95 0.743 2.96 0.863 2.96 0.771 3.02 0.862 2.96 0.732 2.67
N 0.664 3.71 0.728 4.06 0.623 3.62 0.658 3.67 0.675 3.93 0.682 3.41 0.716 4.00 0.621 3.59 0.730 4.15 0.631 3.84 0.738 4.07 0.632 3.13
O 0.430 4.84 0.285 6.57 0.521 4.07 0.447 4.66 0.444 5.14 0.371 4.79 0.261 6.46 0.530 4.00 0.332 6.52 0.549 4.24 0.343 6.45 0.592 3.30

Abbreviations: BMI, body mass index; NHANES, National Health and Nutrition Examination Survey; RMSE, root mean square error. Model A: age, race, height, weight, BMI, triceps, subscapular, waist, calf circumference, arm circumference, thigh circumference, arm length and leg length; Model B: age, race, height, weight, BMI, triceps, subscapular, waist, calf circumference, arm circumference and thigh circumference; Model C: age, race, height, weight, BMI, subscapular, waist, calf circumference, arm circumference and thigh circumference; Model D: age, race, height, weight, BMI, triceps, waist, calf circumference, arm circumference and thigh circumference; Model E: age, race, height, weight, BMI, waist, calf circumference, arm circumference and thigh circumference; Model F: age, race, height, weight, BMI, triceps, subscapular, waist and calf circumference; Model G: age, race, height, weight, BMI, triceps, subscapular, waist and arm circumference; Model H: age, race, height, weight, BMI, triceps, subscapular and arm circumference; Model I: age, race, height, weight, BMI, triceps and waist; Model J: age, race, height, weight, BMI, waist and arm circumference; Model K: age, race, height, BMI and arm circumference; Model L: age, race, height, weight, BMI and waist; Model M: age, race, height, weight, BMI and triceps; Model N: age, race, height, weight and BMI; Model O: BMI.

a

All candidate variables were retained by the selection process for all models.