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. Author manuscript; available in PMC: 2026 Oct 23.
Published in final edited form as: JCO Clin Cancer Inform. 2026 Feb 5;10:e2500126. doi: 10.1200/CCI-25-00126

Table A4.

Cancer-related health factors included in the 2014 County Health Rankings Model of Health adapted for cancer

Health Factors Weight Data source
Health behaviors 30%
 Adult smoking (%) 10% BRFSS from CHR&R11
 Adult obesity (%) 10% BRFSS from CHR&R11
 Physical inactivity (%) 3% BRFSS from CHR&R11
 Sun burn risk (UV-B, Wh/m2) 2% National Cancer Institute25
 Excessive drinking (%) 3% BRFSS from CHR&R11
 Hepatitis C mortality (per 100,000) 1% HepVu26
 HIV prevalence (per 100,000) 1% From CHR&R11
Clinical care 20%
 Uninsured (%) 5% Small area health insurance estimates from CHR&R11
 Primary care physicians (ratio) 2% Area Health Resource File/American Medical Association from CHR&R11
 Dentists (ratio) 1% Area Health Resource File/National Provider Identifier Downloadable File from CHR&R11
 Oncologists (per county) 1% Centers for Medicare & Medicaid Services10
 Broadband internet access (%) 1% American Community Survey, 5-year estimates from CHR&R website11
 Mammography screening (%) 2% Mapping Medicare Disparities Tool from CHR&R11
 Colonoscopy screening (%) 2% CDC State Cancer Profiles5
 Lung cancer screening (%) 2% Mapping Medicare Disparities Tool24
 Prostate cancer screening (%) 2% CDC State Cancer Profiles5
 Cervical cancer screening (%) 2% CDC State Cancer Profiles5
Physical environment 10%
 Air pollution (PM2.5) 2% Environmental Public Health Tracking Network from CHR&R11
 
 Radon (zone 1-4) 2% EPA9
 Lead (DPI) 1% US Department of Housing and Urban Development8
 Access to exercise opportunities (%) 2.5% ArcGIS Business Analyst and ArcGIS Online; YMCA; and US Census TIGER/Line Shapefiles from CHR&R11
 Food Environment Index 2.5% USDA Food Environment Atlas and Map the Meal Gap from Feeding America from CHR&R11
Social and economic factors 40%
 High school completion (%) 5% American Community Survey, 5-year estimates from CHR&R11
 Some college (%) 5% American Community Survey, 5-year estimates from CHR&R11
 Unemployment (%) 10% Bureau of Labor Statistics from CHR&R11
 Children in poverty (%) 7.5% Small Area Income and Poverty Estimates; and American Community Survey, 5-year estimates from CHR&R11
 Income inequality 2.5% American Community Survey, 5-year estimates from CHR&R11
 Social associations (per 100,000) 5% County Business Patterns from CHR&R11
 Black/White residential segregation (Index of Dissimilarity) 5% From CHR&R11

Abbreviations: CDC – Centers for Disease Control; CHR – County Health Rankings; CMS – Centers for Medicare & Medicaid Services; DPI – deteriorated paint index; EPA – Environmental Protection Agency; HIV – human immunodeficiency virus; PM – particulate matter