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. 2023 Jan 13;13(1):e061809. doi: 10.1136/bmjopen-2022-061809

Table 5.

Mean difference and SD of the difference, LOA, sensitivities, specificities and Youden index in predicting BMI, excess weight and obesity from regression models developed to predict measured height/weight from self-reported height/weight (split-sample B)

Model* BMI Excess weight (BMI ≥25 kg/m2) Obesity (BMI ≥30 kg/m2)
Mean difference (SD) LOA Cc. Sens. Spec. Youden Index Cc. Sens. Spec. Youden Index
% % % % % % % %
Men (n=5297)
BMI from height and weight
 Self-report alone −0.96 (1.47) −4.1, 2.1 88.1 85.0 94.4 79.3 91.9 70.6 98.9 69.5
 Mean correction −0.36 (1.47) −3.5, 2.7 90.1 91.5 87.3 78.8 93.2 79.3 97.8 77.0
 Equation 1 0.00 (1.45) −3.1, 3.0 90.3 93.7 83.6 77.2 93.2 85.0 96.0 81.0
 Equation 2 0.00 (1.42) −3.0, 3.0 90.8 94.0 84.6 78.6 93.7 85.7 96.4 82.0
 Equation 3 0.00 (1.41) −3.0, 3.0 90.9 93.9 85.1 79.0 93.6 85.6 96.4 82.0
 Equation 4 −0.01 (1.41) −3.0, 2.9 91.0 94.1 84.9 79.0 93.7 85.4 96.4 81.8
 Model using continuous age 0.03 (1.41) −2.9, 3.0 91.0 94.2 84.7 78.9 93.5 85.6 96.2 81.8
Women (n=6145)
BMI from height and weight
 Self-report alone −1.04 (1.65) −4.2, 2.1 89.3 82.5 97.7 80.2 93.2 74.7 98.9 73.6
 Mean correction −0.12 (1.66) −3.3, 3.0 91.5 92.0 90.8 82.8 94.3 83.9 97.6 81.5
 Equation 1 0.02 (1.62) −3.1, 3.1 91.4 93.5 88.8 82.3 94.3 86.1 96.9 83.0
 Equation 2 0.02 (1.60) −3.0, 3.1 91.7 93.1 89.9 83.0 94.3 86.4 96.8 83.2
 Equation 3 0.02 (1.59) −3.0, 3.1 91.8 93.0 90.4 83.4 94.5 86.9 97.0 83.8
 Equation 4 0.02 (1.59) −3.0, 3.1 91.8 93.1 90.3 83.4 94.5 86.7 97.0 83.7
 Model using continuous age 0.02 (1.60) −3.0, 3.1 91.8 93.1 90.2 83.3 94.3 86.2 96.8 83.0

*BMI derived from predicted values of height and weight. Mean-correction equation (derived from the full models for an all mean/reference individual: see online supplemental tables S5–S6. Equation 1: Measured height/weight predicted from self-reported height/weight alone (including any non-linear terms). Equation 2: Measured height/weight predicted from self-reported height/weight, categorical age (reduced model). Equation 3: Measured height/weight predicted from self-reported height/weight, categorical age, other variables associated with misreporting (full model). Equation 4: Measured height/weight predicted from self-reported height/weight, categorical age, other variables, self-reported BMI. LOA estimated using unweighted data.

BMI, body mass index; Cc, correctly classified; LOA, limits of agreement; Sens, sensitivity; Spec, specificity.