Evidence of substantial heterogeneity in the preventive effect of stricter alcohol policy environments in young Swiss men. (13th April 2021)
- Record Type:
- Journal Article
- Title:
- Evidence of substantial heterogeneity in the preventive effect of stricter alcohol policy environments in young Swiss men. (13th April 2021)
- Main Title:
- Evidence of substantial heterogeneity in the preventive effect of stricter alcohol policy environments in young Swiss men
- Authors:
- Foster, S.
Mohler-Kuo, M. - Abstract:
- Abstract : Introduction: The alcohol policy environment was shown to exert a preventive effect on alcohol consumption. However, little is known about the heterogeneity of this effect. Objectives: To capture the extent of heterogeneity in the relationship between the strictness of alcohol policy environments and heavy drinking and to identify potential effect modifiers. Methods: Method: Cross-sectional data from 5986 young Swiss men participating in the cohort study on substance use risk factors (C-SURF) in Switzerland was analysed. Self-reported risky single-occasion drinking (RSOD, drinking 6 standard drinks or more on a single occasion at least monthly) in the past 12 months was the outcome of interest. A previously-used index of alcohol policy environment strictness across Swiss cantons was analysed in conjunction with 21 potential effect modifiers. Random forest machine learning and individual conditional expectations captured high-dimensional interaction effects and the heterogeneity induced by the interaction effects and identified potential effect modifiers. Results: Subject-specific absolute risk reductions ranged from 16.8% to -4.2%, with the latter implying a risk increase. Four prototypical subgroups were evident: "preventive" (alcohol policy environment decreased RSOD risk), "causative" (alcohol policy environment increased RSOD risk), "immune" (no effect due to low RSOD baseline risk), and "doomed" (no effect due to high RSOD baseline risk). AntisocialAbstract : Introduction: The alcohol policy environment was shown to exert a preventive effect on alcohol consumption. However, little is known about the heterogeneity of this effect. Objectives: To capture the extent of heterogeneity in the relationship between the strictness of alcohol policy environments and heavy drinking and to identify potential effect modifiers. Methods: Method: Cross-sectional data from 5986 young Swiss men participating in the cohort study on substance use risk factors (C-SURF) in Switzerland was analysed. Self-reported risky single-occasion drinking (RSOD, drinking 6 standard drinks or more on a single occasion at least monthly) in the past 12 months was the outcome of interest. A previously-used index of alcohol policy environment strictness across Swiss cantons was analysed in conjunction with 21 potential effect modifiers. Random forest machine learning and individual conditional expectations captured high-dimensional interaction effects and the heterogeneity induced by the interaction effects and identified potential effect modifiers. Results: Subject-specific absolute risk reductions ranged from 16.8% to -4.2%, with the latter implying a risk increase. Four prototypical subgroups were evident: "preventive" (alcohol policy environment decreased RSOD risk), "causative" (alcohol policy environment increased RSOD risk), "immune" (no effect due to low RSOD baseline risk), and "doomed" (no effect due to high RSOD baseline risk). Antisocial personality disorder and sensation seeking were major effect modifiers that reduced the preventive effect of stricter alcohol policy environments. Conclusions: Conclusion: Whereas stricter alcohol policy environments were associated with a reduced RSOD risk, adding selective prevention measures that target high-risk subpopulations is necessary. Disclosure: No significant relationships. … (more)
- Is Part Of:
- European psychiatry. Volume 64:Supplement 1(2021)
- Journal:
- European psychiatry
- Issue:
- Volume 64:Supplement 1(2021)
- Issue Display:
- Volume 64, Issue 1 (2021)
- Year:
- 2021
- Volume:
- 64
- Issue:
- 1
- Issue Sort Value:
- 2021-0064-0001-0000
- Page Start:
- S711
- Page End:
- S712
- Publication Date:
- 2021-04-13
- Subjects:
- alcohol drinking -- alcohol policy -- Young adults -- machine learning
Psychiatry -- Periodicals
Mental illness -- Periodicals
Electronic journals
616.89 - Journal URLs:
- https://www.cambridge.org/core/journals/european-psychiatry ↗
http://www.clinicalkey.com/dura/browse/journalIssue/09249338 ↗
http://www.sciencedirect.com/science/journal/09249338 ↗
http://www.elsevier.com/homepage/elecserv.htt ↗ - DOI:
- 10.1192/j.eurpsy.2021.1885 ↗
- Languages:
- English
- ISSNs:
- 0924-9338
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3829.842700
British Library HMNTS - ELD Digital store - Ingest File:
- 18752.xml