Table 3

Unadjusted and adjusted mixed models regression predicting change in effect size from study and effect size characteristics, k=285

Models 1–14Model 15
Unadjusted b (95% CI)Adjusted b (95% CI)
Operationalisation of outcome
 SmokingReferenceReference
 Quitting (reverse coded)3.81 (−2.09 to 9.71)−1.17 (−7.49 to 5.16)
 Relapse11.41 (−21.81 to −1.01) 10.49 (−20.51 to −0.48)
 Disease−0.85 (−8.36 to 6.65)−3.14 (−10.17 to 3.89)
 Young adult initiation−8.08 (−16.56 to 0.40)14.32 (−22.25 to −6.39)
 Other (eg, readiness)7.60 (−14.68 to −0.53) 13.97 (−20.84 to −7.10)
Operationalisation of predictor variable
 ProximityReferenceReference
 Density: count0.52 (−4.60 to 5.65)1.35 (−3.42 to 6.11)
 Density: per land area−1.41 (−7.93 to 5.11)5.20 (−3.22 to 13.62)
 Density: per people−11.37 (−25.18 to 2.44)−11.78 (−23.96 to 0.41)
 Density: other5.44 (−1.69 to 12.58)9.06 (−0.71 to 18.83)
Study size
 Study size (per 100 n)−0.02 (−0.05 to 0.01)−0.02 (−0.07 to 0.03)
Study design
 No use of activity spaceReferenceReference
 Activity space 10.81 (1.20 to 20.42) 7.34 (−1.31 to 16.00)
 Cross-sectionalReferenceReference
 Longitudinal 10.38 (5.29 to 15.47) 11.09 (5.95 to 16.23)
Implementation of control variables
 Unadjusted resultReferenceReference
 Adjusted for individual characteristics1.76 (−3.11 to 6.62)1.17 (−3.13 to 5.47)
 Adjusted for neighbourhood characteristics−5.93 (−26.83 to 14.97)−4.11 (−22.67 to 14.46)
 Adjusted for both−0.39 (−6.13 to 5.35)1.38 (−4.33 to 7.08)
Operationalisation of predictor variable
 No delinearisation of predictorReferenceReference
 Delinearisation of predictor 5.33 (0.34 to 10.32) 11.31 (4.80 to 17.82)
Operationalisation of outcome variable
 No ordinal or nominal outcomeReferenceReference
 Ordinal or nominal outcome7.82 (−0.64 to 16.28)3.63 (−7.14 to 14.41)
Study setting/Context
Policy environment
Point of sale advertising policy*
 Without retail advertising restrictions Reference Reference
 With retail advertising restrictions3.64 (−2.46 to 9.74)−15.21 (−44.45 to 14.04)
Retail product display policy†
 Without retail display restrictionsReferenceReference
 With retail display restrictions 6.75 (0.87 to 12.63)2.42 (−19.00 to 23.84)
Country (weighted effect coded)‡
 Average countryReferenceReference
 Canada 4.03 (0.47 to 7.58) 6.80 (−13.47 to 27.07)
 Finland−1.29 (−8.06 to 5.48)−6.16 (−25.42 to 13.09)
 New Zealand−6.14 (−18.35 to 6.08)1.74 (−20.79 to 24.28)
 UK−1.88 (−9.92 to 6.15)−17.34 (−39.84 to 5.16)
 USA0.67 (−4.73 to 6.06)2.11 (−14.38 to 18.60)
Participant sex
 Results from analyses aggregating participant sexReferenceReference
 Results specific to female participants−2.39 (−12.18 to 7.41)4.01 (−9.78 to 17.80)
 Results specific to male participants 15.55 (5.00 to 26.11) 21.82 (8.26 to 35.37)
Participant income
 Results from analyses aggregating income levelsReferenceReference
 Results specific to lower-income participants−1.74 (−15.70 to 12.21)−3.92 (−16.59 to 8.75)
 Results specific to higher-income participants−5.53 (−18.49 to 7.43)−6.05 (−18.37 to 6.28)
Participant tobacco use intensity
 Aggregated levels of tobacco use intensityReferenceReference
 Results specific to light tobacco use−10.70 (−24.88 to 3.48)26.02 (−49.25 to −2.80)
 Results specific to heavy tobacco use−0.20 (−14.38 to 13.98)36.61 (−59.89 to −13.33)
 Intercept4.93 (−11.37 to 21.24)
  • A larger number indicates a larger estimated reduction in the behavioural outcome (eg, smoking) from reducing exposure to tobacco retailers as defined in the study. Models were constructed with a random intercept for study to address nesting of results within research studies. Bold indicates statistical significance at the historical p<0.05 threshold.

  • *Presence of an advertising policy includes results from Australia, Canada and New Zealand.

  • †Presence of a display policy includes results only from Canada.

  • ‡Country results are weighted effect coded with Australia as the omitted category. Regression results from weighted effect coding can be compared against an average reference category instead of a single reference category.