TABLE 6.
Cross-validation of total energy expenditure predictions from age, weight, height, physical activity, and resting metabolic rate
Model | Prediction coefficients |
Cross-validation predictions1 |
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Regression2 |
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PA |
A |
B x age |
D x weight |
E x height |
F x RMR |
R2 |
rc |
Bias5 |
LOA3 |
Intercept |
Slope |
rs |
||
(constant) | (y) | (kg) | (cm) | (kJ/d) | kJ/d (%) | kJ/d (%) | (kJ/d) | |||||||
Group |
Sex |
Prediction based on age, weight, and height |
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A | Females | .4 | 4834.5 | −53.9 | 33.1 | 23.4 | 0.69 | 0.82 | −75 (−2.3) | −1944 to 1793 (−26.5 to 22.0) | 1159 | 0.87 | 0.82 | |
Males | .4 | 4780.3 | −58.4 | 51.9 | 21.6 | 0.77 | 0.86 | −12 (−1.3) | −1957 to 1934 (−23.2 to 20.6) | 1522 | 0.85 | 0.88 | ||
B |
Females | .4 | 3934.7 | −44.3 | 41.5 | 21.2 | 0.72 | 0.83 | 52 (−0.8) | 1690 to 1795 (−23.9 to 22.3) | 1562 | 0.80 | 0.82 | |
Males |
.4 |
6768.6 |
−74.2 |
48.9 |
19.2 |
0.74 |
0.85 |
29 (−1.0) |
−2090 to 2148 (−23.8 to 21.8) |
1078 |
0.89 |
0.86 |
||
Prediction based on age, weight, height, and RMR |
||||||||||||||
A | Females | .4 | −5541.6 | −8.9 | 6.0 | 42.5 | 1.13 | 0.89 | 0.94 | 35 (0.5) | −1100 to 1169 (−14.0 to 14.1) | 318 | 0.95 | 0.93 |
Males | .4 | −5971.5 | −15.3 | 8.9 | 44.3 | 1.12 | 0.89 | 0.94 | −69 (−1.2) | −1405 to 1267 (−14.8 to 12.4) | 802 | 0.93 | 0.94 | |
B | Females | .4 | −5046.3 | −7.5 | 14.4 | 40.1 | 0.96 | 0.88 | 0.93 | 4 (0.5) | −1190 to 1182 (−15.6 to 14.6 | 495 | 0.94 | 0.92 |
Males | .4 | −5320.0 | −19.2 | 5.4 | 44.0 | 1.14 | 0.89 | 0.94 | 74 (0.04) | −1287 to 1436 (−12.6 to 13.0) | 64 | 0.99 | 0.94 |
LOA, limit of agreement; PA, physical activity; RMR, resting metabolic rate.
TEE predicted in group A using coefficients generated in Group B and vice versa; R2= coefficient of determination.
Regression = measured TEE versus predicted; rc = Lin’s concordance correlation coefficient; rs = Spearman correlation coefficient
LOA = 1.96 SD limits of agreement.
PA values according to age group and sex (see text and Table 4).
Measured – predicted