title: The impact of alcohol outlet density on the geographic clustering of underage drinking behaviors within census tracts.
abstract: BACKGROUND
  The regulation of alcohol outlet density has been considered as a potential means of reducing alcohol consumption and related harms among underage youth. Whereas prior studies have examined whether alcohol outlet density was associated with an individual's alcohol consumption and related harms, this study examines whether it is related to the co-occurrence, or clustering, of these behaviors within geographic areas, specifically census tracts.
  
  
  METHODS
  The Enforcing Underage Drinking Laws Randomized Community Trial provided cross-sectional telephone survey data in 2006 and 2007 from 10,754 youth aged 14 to 20 from 5 states residing in 1,556 census tracts. The alternating logistic regression approach was used to estimate pairwise odds ratios between responses from youth residing in the same census tract and to model them as a function of alcohol outlet density.
  
  
  RESULTS
  Riding with a drinking driver, making an alcohol purchase attempt, and making a successful alcohol purchase attempt clustered significantly within census tracts with the highest off-premise alcohol outlet density while frequent drinking clustered within census tracts with the greatest on-premise density. Driving after drinking and experiencing nonviolent alcohol-related consequences clustered marginally within census tracts with the greatest on-premise and off-premise alcohol outlet density, respectively.
  
  
  CONCLUSIONS
  Although youth primarily receive alcohol from social sources, commercial alcohol access is geographically concentrated within census tracts with the greatest off-premise outlet density. A potentially greater concern is the clustering of more frequent drinking and drinking and driving within census tracts with the greatest on-premise outlet density which may necessitate alternative census tract level initiatives to reduce these potentially harmful behaviors.
authors.affiliation: Department of Biostatistical Sciences, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC 27157, USA. brebouss@wfubmc.edu
authors.forename: Beth A
authors.initials: BA
authors.lastname: Reboussin
authors.forename: Eun-Young
authors.initials: EY
authors.lastname: Song
authors.forename: Mark
authors.initials: M
authors.lastname: Wolfson
mesh_terms: D000293:Adolescent; D000328:Adult; D000367:Age Factors; D000428:Alcohol Drinking / Q000453:epidemiology* / Q000331:legislation & jurisprudence / Q000523:psychology; D019352:Censuses; D002492:Central Nervous System Depressants / Q000009:adverse effects; D016000:Cluster Analysis; D003132:Commerce; D003430:Cross-Sectional Studies; D016208:Databases, Factual; D000431:Ethanol / Q000009:adverse effects; D005260:Female; D005843:Geography; D006801:Humans; D008297:Male; D012147:Restaurants / Q000706:statistics & numerical data; D012309:Risk-Taking; D014481:United States; D055815:Young Adult
chemical_list: D002492:Central Nervous System Depressants; D000431:Ethanol