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. 2025 Jan 8;41(2):753–766. doi: 10.1007/s10899-024-10372-w

Table 3.

Association between gambling participation, at-risk indicators, and harms/negative consequences

Predictors Bivariate associations OR
(95% CI), n = 705
Model 1 OR
(95% CI), n = 705
Model 2, full model OR
(95% CI), n = 602
+ 1 harms
 Gambling consumption indices
 Frequency 1.03 (0.94–1.13)
 Duration (hours per month) - - 1.33 (1.21–1.47)***
 Expenditure 1.24 (1.10–1.39)***
 Expenditure as a proportion of income - - 1.02 (0.92–1.13)
 Diversity (number of gambling types) - - 1.01 (0.91–1.13)
 Problematic gambling types
 Slots 7.80 (5.59–10.99)*** 8.21 (5.72–11.93)*** 1.28 (1.18–1.38)***
 Poker 1.65 (1.07–2.54)* 1.07 (0.62–1.85) 0.96 (0.87–1.07)
 Casino table games 3.33 (2.31–4.85)*** 1.90 (1.21–3.00)** 1.07 (0.97–1.18)
 Sports betting 1.65 (1.14–2.42)** 2.31 (1.43–3.72)*** 1.11 (1.01–1.21)*
 Horse betting 1.48 (0.91–2.41) 1.20 (0.64–2.21) 0.99 (0.88–1.12)
 Bingo 1.48 (0.71–3.12) 0.84 (0.32–2.26) 0.96 (0.81–1.13)
 Lotteries 1.00 (0.56–1.78) 0.67 (0.26–1.59) 1.02 (0.89–1.19)
 Scratch cards 1.30 (0.74–2.27) 0.66 (0.29–1.48) 0.97 (0.83–1.12)
Model fit R2 = 0.32 R2 = 0.56
+ 2 harms
Gambling consumption indices
 Frequency 1.11 (1.01–1.21)*
 Duration (hours per month) 1.18 (1.07–1.3)**
 Expenditure 1.17 (1.04–1.31)**
 Expenditure as a proportion of income 0.93 (0.83–1.03)
 Diversity (number of gambling types) 1.01 (0.9–1.13)
Problematic gambling types
 Slots 6.08 (4.25–8.79)*** 6.62 (4.48–9.95)*** 1.25 (1.16–1.35)***
 Poker 1.37 (0.86–2.14) 0.84 (0.47–1.44) 0.96 (0.87–1.06)
 Casino table games 2.56 (1.78–3.70)*** 1.41 (0.90–2.20) 1.05 (0.95–1.16)
 Sports betting 1.91 (1.29–2.81)** 2.61 (1.59–4.30)*** 1.16 (1.06–1.27)***
 Horse betting 1.65 (1.00–2.71)* 1.15 (0.60–2.16) 0.99 (0.88–1.11)
 Bingo 1.65 (0.76–3.46) 0.82 (0.30–2.12) 0.96 (0.81–1.13)
 Lotteries 1.4 (0.75–2.52) 0.89 (0.34–2.21) 1.04 (0.9–1.2)
 Scratch cards 1.74 (0.98–3.07) 0.99 (0.43–2.22) 1.01 (0.87–1.17)
Model fit R2 = 0.24 R2 = 0.40

*p < .05, **p < .01, *** p < .001

OR = Odds ratios, CI = Confidence intervals, R2 = Nagelkerkes quasi R2 (Nagelkerke, 1991)

Model 1 included Slots, Poker Casino table games, Sports betting, Horse betting, Bingo, Lotteries and Scratch cards (regardless of access mode). The full Model 2 included past month expenditure as a proportion of income (dichotomized > 5%), past month duration (dichotomized > 6 h), gambling diversity (dichotomized > 1 gambling types), and Slots, Poker Casino table games, Sports betting, Horse betting, Bingo, Lotteries and Scratch cards (regardless of access mode)