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Table 1 Independent variables in study

From: Bariatric surgery implementation trends in the USA from 2002 to 2012

Variable name

Definition

Source

Environmental variables

 Proportion of eligible patients

State-wide percent obesity

BRFSS [25]

 CMS payment policy, NCD

Year prior to National Coverage Decision (NCD) or year post-NCD, a key regulatory legislation of 2006 that limited the eligibility of Medicare patients to specific types of bariatric surgery performed in certified centers of excellence [29]

CMS [29]

 Volume of previous surgeries

Cumulative total volume of previous bariatric surgery rates

AHRQ HCUP SID [24]

 Recession

Recession was present in 2001 and December 2007–June 2009

Bureau of Labor Statistics [27]

Population characteristics

 Diabetes

State-wide percent diabetes

BRFSS [25]

 Age

State-wide percent in age group 30–39, 40–49, 50–59, 60–69

US Census Bureau [26]

 Race

State-wide percent black

US Census Bureau [26]

 Ethnicity

State-wide percent Hispanic

US Census Bureau [26]

 Insurance coverage

State-wide percent private insurance

US Census Bureau [26]

 Income

State-wide median family income

US Census Bureau [26]

 Education

State-wide percent high school diploma or lower

US Census Bureau [26]

Medical practice characteristics

 MD champion

Number of published peer-review journals on bariatric surgery per state

Pub Med Systematic Literature Review

 Number of CMS centers of excellence (COE)

Number of state-wide CMS centers of excellence

CMS [28]

  1. All percentages/counts in the study were standardized with Census Bureau population estimates for each year and state to account for state population differences