Related Experiment Video
Updated: May 21, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Body Mass Index, Comorbidities, and Ambulatory Care Visits: The REGARDS Study
Emily B Levitan1, Aowen Zhu1, Vera Bittner2
1Department of Epidemiology University of Alabama at Birmingham Birmingham AL USA.
Background:
Individuals with obesity have more ambulatory care usage than individuals with normal weight and overweight. There is limited information on whether this is consistent across provider specialties and whether comorbidities explain the associations.
Methods And Results:
Among REGARDS (Reasons for Geographic and Racial Differences in Stroke) cohort study participants with Medicare fee-for-service coverage (n=9648), we identified ambulatory visits over 5 years. We used marginalized zero-inflated Poisson models to calculate ratios of means by body mass index (BMI), adjusted for demographics and health behaviors, and inverse odds weighting to evaluate mediation by diabetes, hypertension, dyslipidemia, stroke, coronary heart disease, atrial fibrillation, heart failure, chronic kidney disease, depressive symptoms, cancer, arthritis, and sleep apnea. The mean age of participants was 71.7±7.3 years, 35.1% were Black individuals and 64.9% White individuals, and 51.1% were women. Participants had a mean of 37.8 total, 16.0 primary care, 3.4 cardiology, 1.9 orthopedics, 0.9 pulmonology, and 0.4 endocrinology visits. Compared with individuals with BMI 18.5 to <25 kg/m2 (n=2613), participants with BMI ≥35 kg/m2 (n=1259) had 23% (95% CI, 21%-24%) more ambulatory visits. Participants with BMI ≥35 kg/m2 had 26% more primary care, 20% more cardiology, 74% more orthopedics, 62% more pulmonology, and 85% more endocrinology visits. Comorbidities partly explained associations with overall, primary care, and orthopedics visits (39%, 38%, and 15%, respectively) and largely explained associations with cardiology, pulmonology, and endocrinology visits.
Conclusions:
Understanding which specialty visits are associated with higher BMI can help with workforce planning and allocation of resources.
More Related Videos
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
06:48Author Spotlight: Advancements in 3D Optical Imaging for Comprehensive Body Composition Assessment in Modern Research
Published on: June 7, 2024
Related Concept Videos
Factors Affecting Illness
For instance, risk factors are connected to illness,...
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
Medical History
Obesity
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Observational Studies
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...