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 space10.81 (1.20 to 20.42)7.34 (−1.31 to 16.00)
 Cross-sectionalReferenceReference
 Longitudinal10.38 (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 predictor5.33 (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 restrictions6.75 (0.87 to 12.63)2.42 (−19.00 to 23.84)
Country (weighted effect coded)‡
 Average countryReferenceReference
 Canada4.03 (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 participants15.55 (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.