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Sex
Cut-off values
TP (a )
FP (b )
FN (c )
TN (d )
Total
Sensitivity (%)
Specificity (%)
PPV (%)
NPV (%)
Kappa
Agreement
P
Males
BMI ≥ 30 kg/m2
8
1
144
154
307
5.3
99.4
88.9
51.7
0.047
Slight
0.0160
BMI > 22.2 kg/m2a
133
19
19
136
307
87.5
87.7
87.5
87.7
0.752
Substantial
< 0.0001
Females
BMI ≥ 30 kg/m2
75
0
185
137
397
46.9
100.0
100.0
42.5
0.219
Fair
< 0.0001
BMI > 24.5 kg/m2a
208
6
52
131
397
80.0
95.6
97.2
71.6
0.701
Substantial
< 0.0001
Sensitivity = a /a + c , specificity = d /b + d , positive predictive value (PPV) = a /a + b , negative predictive value (NPV) = d /c + d . Kappa agreement (0 = no/poor), (0.01–0.20 = slight), (0.21–0.40 = fair), (0.41–0.60 = moderate), (0.61–0.80 = substantial), and (0.81–1.00 = almost perfect) (William et al., 2011). ADP measured body fat percentage > 25 for males and > 35 for females was used as a gold standard [20 ]. BMI cut-off for obesity ≥ 30 kg/m2 is the WHO cut-off [20 ]
ADP air displacement plethysmography
a Ethiopian sex-specific cut-off for BMI for defining obesity based on the local data