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. Author manuscript; available in PMC: 2019 Dec 1.
Published in final edited form as: Med Care. 2018 Dec;56(12):1042–1050. doi: 10.1097/MLR.0000000000001001

Table 1:

Population specifications

BMI Levela Under-Normal
-Overweightb
Class I Class II Class III Total
Sample
N 39,621 11,597 5,193 3,438 59,849
% Percentage 66.20 19.38 8.68 5.74 100.00

Demographics
% Female 59.34 48.66 57.42 66.67 57.53
Age in 2012 44.44 47.55 47.72 47.42 45.50
% Age 20–34 24.73 15.05 14.54 14.89 21.41
% Age 35–44 21.06 20.77 20.99 21.32 21.01
% Age 45–54 27.79 31.84 31.25 32.34 29.13
% Age 55–64 26.42 32.34 33.22 31.44 28.45

Comorbidity in 2012c
Charlson Index 0.13 0.19 0.22 0.28 0.16
# Chronic Conditions 1.63 2.27 2.61 3.14 1.92
# Rx Ingredients 3.11 3.82 4.40 4.92 3.46
Dx-PM Score 1.11 1.31 1.45 1.62 1.21
% Type-1 Diabetes 1.05 1.07 1.23 0.70 1.05
% Type-2 Diabetes 2.76 9.18 14.08 20.19 5.99
% Hypertension 11.68 26.33 34.07 40.55 18.12
% Ischemic Heart 1.33 2.95 2.79 2.39 1.83
% Acute Myocardial Infarction 0.19 0.33 0.33 0.15 0.23
% Obesityd 0.50 8.15 18.14 35.19 5.51

Utilization
# IP in 2012 0.04 0.06 0.06 0.07 0.05
# ED in 2012 0.13 0.17 0.17 0.21 0.14
% Any IP in 2012 3.21 4.65 4.81 5.67 3.77
% Any ED in 2012 10.06 12.51 13.15 15.68 11.13
% Top 5% cost in 2012 4.30 5.85 6.64 7.82 5.01
# IP in 2013 0.03 0.05 0.06 0.09 0.04
# ED in 2013 0.11 0.14 0.16 0.20 0.12
% Any IP in 2013 2.54 3.96 4.56 7.04 3.25
% Any ED in 2013 8.60 10.55 12.75 14.51 9.68
% Top 5% cost in 2013 4.00 5.87 7.36 10.15 5.01
Cost in $e
Total Cost in 2012 4618 5625 6247 7158 5100
Medical cost in 2012 3880 4731 5114 5901 4268
Pharmacy in 2012 695 870 1096 1223 794
Total Cost in 2013 4333 5572 6336 7957 4955
Medical cost in 2013 3551 4613 5126 6516 4064
Pharmacy in 2013 741 940 1176 1363 853
(a)

statistical significance of utilization differences among different BMI-levels was not calculated as p-value is not very informative in large populations (i.e., all p-values were significant at .001 level);

(b)

under 587 (0.98%), normal 19,162 (32.02%), and overweight 19,872 (33.20%);

(c)

generated by the ACG system using diagnosis codes of both claims and EHR data;

(d)

diagnosis of obesity captured as a diagnostic code in the EHR and/or claims; and,

(e)

cost is truncated at top 0.5%.

ED: Emergency Department; IP: Inpatient; Rx: Medication