Skip to main content
. Author manuscript; available in PMC: 2018 Jan 1.
Published in final edited form as: Value Health. 2016 Nov 4;20(1):77–84. doi: 10.1016/j.jval.2016.08.735

Table 2.

Marginal effects of annual total healthcare expenditures (2012$) on selected variables: generalized linear model with log-link and gamma variance

Margin ($) 95% Confidence Interval
Diabetes status
 No diabetes 0 [--, --]
 Diabetes 6,047 [5268, 6826]
Duration of diabetes (year) 160 [75, 246]
Age (year) 27 [−15, 69]
Gender
 Male 0 [--, --]
 Female 1,317 [1028, 1607]
BMI category
 Normal weight 0 [--, --]
 Overweight −65 [-402, 273]
 Class I Obese 54 [-307, 415]
 Class II Obese 628 [190, 1066]
 Class III Obese 756 [43, 1470]
*

Other covariates that are controlled for include: race (white, black, Hispanic, Asian, other), education level (less than high school, high school diploma, college degree, graduate degree, other degree), household income level as a percentage of Federal Poverty Level (<100%, 100–199%, 200–399%, ≥400%), year dummies (2009, 2010, 2011, 2012), census region (northeast, Midwest, south, west), primary source of health insurance (Medicaid, Medicare, private insurance, other public insurance, other public insurance), diabetes-related comorbidities (heart disease, stroke, congestive heart failure, hypertension, high cholesterol, renal failure), and current smoker or not.