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. 2020 Apr 18;36(3):747–766. doi: 10.1007/s10899-020-09948-z

Table 4.

Multivariable models using imputed data set (N = 5981)

Model 1 OR (95% CI)a Model 2 OR (95% CI)a Model 3 OR (95% CI)a
Age 17
Males
 IQ at 8 years
  Bottom quartile 2.37 (1.56, 3.59) 1.95 (1.27, 3.01) 2.01 (1.27, 3.17)
 Locus of control at 16.5 years
   > Median [external] 2.22 (1.57, 3.15) 1.97 (1.38, 2.81) 2.00 (1.40, 2.85)
 Sensation seeking at 17 years 1.02 (0.99, 1.05)b 1.03 (1.00, 1.06) 1.03 (1.00, 1.07)
 Smoking cigarettes at 16.5 years
  Tried 1.61 (1.02, 2.54) 1.89 (1.19, 2.98) 1.86 (1.16, 2.96)
  < Weekly 1.72 (0.80, 3.70) 2.12 (0.97, 4.64) 2.15 (0.97, 4.76)
   ≥ Weekly 2.10 (1.13, 3.93) 2.57 (1.43, 4.63) 2.57 (1.41, 4.67)
Females
 IQ at 8 years
  Bottom quartile 1.74 (1.09, 2.79) 1.30 (0.80, 2.12) 1.26 (0.77, 2.06)
 Locus of control at 16.5 years
   > Median [external] 2.10 (1.37, 3.20) 1.86 (1.20, 2.87) 1.82 (1.17, 2.82)
 Smoking cigarettes at 16.5 years
  Tried 1.53 (0.93, 2.50) 1.56 (0.98, 2.50) 1.57 (0.98, 2.54)
  < Weekly 1.64 (0.72, 3.73) 1.64 (0.73, 3.69) 1.64 (0.73, 3.69)
   ≥ Weekly 3.45 (1.92, 6.21) 3.40 (2.01, 5.78) 3.36 (1.97, 5.71)
Age 20
Males
 IQ at 8 years
  Bottom quartile 2.30 (1.49, 3.57) 1.88 (1.18, 2.98) 1.82 (1.14, 2.91)
 Sensation seeking at 17 years 1.02 (0.99, 1.05)b 1.03 (1.01, 1.06) 1.04 (1.01, 1.07)
 Smoking cigarettes at 20 years
   ≥ Weekly 1.93 (1.26, 2.95) 1.72 (1.13, 2.62) 1.71 (1.11, 2.62)
 Alcohol use at 20 years
  Hazardous 2.14 (1.53, 2.98) 2.34 (1.66, 3.28) 2.33 (1.65, 3.31)
  Harmful 4.31 (2.59, 7.18) 5.20 (3.04, 8.91) 5.33 (3.08, 9.22)
Females
 IQ at 8 years
  Bottom quartile 1.85 (1.18, 2.91) 1.26 (0.79, 2.03) 1.15 (0.71, 1.86)
 Playing videogames with friends at
  13/14 years 1.46 (1.01, 2.13) 1.48 (1.00, 2.18) 1.46 (0.98, 2.17)
 Locus of control at 16.5 years
   > Median [external] 1.58 (1.12, 2.24) 1.24 (0.87, 1.78) 1.18 (0.82, 1.70)
 Smoking cigarettes at 20 years
   ≥ Weekly 2.40 (1.63, 3.53) 2.11 (1.44, 3.11) 1.99 (1.35, 2.95)
 Alcohol use at 20 years
  Hazardous 1.25 (0.88, 1.77)b 1.43 (0.99, 2.06) 1.52 (1.05, 2.20)
  Harmful 1.32 (0.75, 2.31)b 1.65 (0.93, 2.92) 1.80 (1.01, 3.22)
Males
 Smoking cigarettes at 23 years
   ≥ Weekly 2.38 (1.49, 3.79) 2.33 (1.47, 3.68) 2.37 (1.49, 3.78)
 Social media use at 24 years
  2–10 times/day 1.69 (1.03, 2.75) 1.76 (1.05, 2.93) 1.80 (1.07, 3.02)
   > 10 times/day 2.74 (1.63, 4.61) 2.94 (1.73, 4.99) 3.05 (1.78, 5.21)
Age 24
Females
 Locus of control at 16.5 years
   > Median [external] 1.43 (1.00, 2.06) 1.17 (0.81, 1.68) 1.09 (0.75, 1.60)
 Smoking cigarettes at 23 years
   ≥ Weekly 3.00 (1.88, 4.79) 2.68 (1.71, 4.19) 2.51 (1.58, 4.00)
 Social media use at 24 years
  2–10 times/day 2.08 (0.97, 4.45) 1.83 (0.87, 3.84) 1.92 (0.89, 4.13)
   > 10 times/day 2.97 (1.37, 6.45) 2.61 (1.23, 5.55) 2.80 (1.29, 6.09)

Multinomial odds ratios and 95% confidence intervals (CI) refer to regular gambling versus no gambling

The child variables significant after adjustment for all other child variables were adjusted for parental and socioeconomic variables for males (N = 2486) and females (N = 3495) at 17, 20 and 24 years

Those significant after full adjustment at one or more time points are shown in bold

aModel 1: adjusted for other child variables; Model 2: model 1 + adjusted for maternal age, maternal education, maternal gambling at 6 and 18 years, paternal gambling at 6 years; Model 3: model 2 + adjusted for crowding index, financial difficulties, housing status and Index of Multiple Deprivation

b These variables were kept in as occasional gambling was significantly associated with them (shown in Supplementary Table 11)