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Considering alcohol and other drug screening, brief intervention and referral to treatment in two safety-sensitive industries in Australia: An exploratory qualitative study. 考虑酒精和其他药物筛选,短暂干预和转诊治疗在澳大利亚两个安全敏感行业:一项探索性质的研究。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-06 DOI: 10.1111/add.70348
Kirrilly Thompson, Tina Hart, Jacqueline Bowden

Background and aims: Workplaces offer a practical setting for alcohol and other drug interventions, especially in industries where impairment introduces substantial risk. Screening, brief intervention and referral to treatment has demonstrated effectiveness in health care settings and shows promise in workplace settings. However, low participation and high attrition in previous workplace studies indicate a need for deeper understanding of feasibility and acceptability. This exploratory qualitative study aimed to identify likely determinants for implementing alcohol and other drug screening, brief intervention and referral to treatment in two safety-sensitive industries in Australia.

Methods: Qualitative research design based on semi-structured online interviews, focussed on the construction and manufacturing industries. Participants included 23 professionals working in health and safety roles representing 21 organisations located across six Australian jurisdictions. Interview transcripts were coded against the five domains of the updated Consolidated Framework for Implementation Research.

Findings: Sixteen determinants were identified that were expected to act as barriers (n = 10) or enablers (n = 5) or have bidirectional impacts (n = 1) on the implementation of screening, brief intervention and referral to treatment in construction and manufacturing. Enabling factors included freely available tools, flexible delivery methods and delivery by trusted, external, peer-based organisations. Pervasive barriers included workers' mistrust of management, concerns about confidentiality and fear of consequences for disclosing substance use.

Conclusions: Successful workplace implementation of screening, brief intervention and referral to treatment appears to depend on organisational cultures where workers trust management, are assured of confidentiality and are not afraid of retribution for disclosure.

背景和目的:工作场所为酒精和其他药物干预提供了一个实际的环境,特别是在损害会带来重大风险的行业。筛查、短暂干预和转诊治疗已在卫生保健环境中证明有效,并在工作场所中显示出希望。然而,在以前的工作场所研究中,低参与度和高流失率表明需要更深入地了解可行性和可接受性。本探索性定性研究旨在确定在澳大利亚两个安全敏感行业实施酒精和其他药物筛查、短暂干预和转诊治疗的可能决定因素。方法:基于半结构化在线访谈的定性研究设计,以建筑业和制造业为研究对象。与会者包括23名从事健康和安全工作的专业人员,代表澳大利亚6个司法管辖区的21个组织。访谈笔录根据更新的《实施研究综合框架》的五个领域进行编码。研究结果:16个决定因素被确定为障碍(n = 10)或推动因素(n = 5),或具有双向影响(n = 1),影响建筑业和制造业中筛查、短暂干预和转诊治疗的实施。促成因素包括可免费获得的工具、灵活的交付方法以及可信的、外部的、基于同行的组织的交付。普遍存在的障碍包括员工对管理层的不信任、对保密的担忧以及对披露药物使用后果的恐惧。结论:成功的工作场所实施筛选,简短的干预和转诊治疗似乎取决于组织文化,工人信任管理层,保证保密,不害怕因披露而受到惩罚。
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引用次数: 0
Commentary on Lim et al.: Real-world e-cigarette use under prescription-only regulation. 对Lim等人的评论:仅在处方监管下使用电子烟的现实世界。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-05 DOI: 10.1111/add.70355
Dimitra Kale, Sarah Jackson
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引用次数: 0
Trends in gamma-hydroxybutyrate use, harms and treatment in Australia, 2013 to 2024. 2013 - 2024年澳大利亚γ -羟基丁酸盐使用、危害和治疗趋势
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-02 DOI: 10.1111/add.70308
Amy Peacock, Agata Chrzanowska, Nicola Man, Shane Darke, Jared Brown, Jodie Grigg, Paul Dietze, Nadine Ezard, Raimondo Bruno, Krista J Siefried, Caroline Salom, Jack Freestone, Jane Akhurst, Louise Tierney, Rachel Sutherland

Background and aims: There is significant concern about potential rising harms from gamma-hydroxybutyrate (GHB) but an absence of studies internationally synthesising data across indicators to identify changes in harms and broader patterns of use. This paper contributes to addressing this gap by measuring national trends in GHB use, harms and treatment in Australia.

Design, setting, and cases: Triangulation of indicators (2013-2024) from Australian triennial population surveys; annual interviews with cross-sectional non-representative samples of people who use illicit stimulants or who inject drugs; and administrative data on GHB-related hospitalisations, GHB-related deaths, and treatment episodes where GHB was the principal drug of concern.

Measurements: Annual trend data were analysed using Joinpoint regression. Survey data were modelled as the annual percent change in the proportion reporting lifetime, past 12-month, and past 6-month use, depending on the survey. Administrative data were modelled as the annual percent change in crude rates per 100 000 population.

Findings: Lifetime and past 12-month GHB use in the general population remained below 1.2% and 0.2% respectively, but the latter increased from 0.07% in 2013 to 0.19% in 2022-2023 (annual percent change [APC] 9.3; 95% confidence interval [CI]: 5.2, 13.2). The percentage of people who use illicit stimulants reporting past 6-month use increased from 5.7% in 2013 to 7.3% in 2017 (APC 11.6; 95%CI: 0.2, 52.9) and from 5.4% in 2019 to 11.5% in 2024 (APC 17.8; 95%CI: 5.9, 41.1). The proportion of people who inject drugs reporting use varied between 7.2% and 17.5% over the short period studied (2020-2024). There were statistically significant increases in GHB-related hospitalisations from 5.3 in 2012-13 to 19.1 per 100 000 people in 2022-23 (APC 19.0; 95%CI: 11.9, 31.1) and GHB-related deaths from 0.02 in 2013 to 0.24 per 100 000 people in 2022 (APC 36.5; 95%CI: 27.2, 58.1). Treatment episodes also increased across the period, from 0.07 in 2012-13 to 6.0 episodes per 100 000 people in 2020-21 (APC 97.3; 95%CI: 83.5, 830.9), with no subsequent statistically significant change (8.4 per 100 000 people in 2022-23).

Conclusions: Gamma-hydroxybutyrate use, harms and treatment engagement increased in Australia from 2013 to 2024. These findings highlight a need to implement acceptable, tailored prevention and harm reduction strategies for key populations, and implement stronger monitoring efforts nationally and internationally.

背景和目的:人们对γ -羟基丁酸盐(GHB)潜在的日益增加的危害非常关注,但国际上缺乏综合指标数据的研究,以确定危害的变化和更广泛的使用模式。本文通过衡量澳大利亚GHB使用、危害和治疗的国家趋势,有助于解决这一差距。设计、设置和案例:来自澳大利亚三年一次人口调查的指标三角测量(2013-2024);对使用非法兴奋剂或注射毒品的人的横断面非代表性样本进行年度访谈;以及与GHB有关的住院、与GHB有关的死亡和以GHB为主要关切药物的治疗事件的行政数据。测量方法:使用Joinpoint回归分析年度趋势数据。根据调查结果,将调查数据建模为报告使用寿命、过去12个月和过去6个月使用的比例的年变化百分比。行政数据以每10万人口的原油价格年变化百分比为模型。研究结果:一般人群终生和过去12个月GHB使用分别低于1.2%和0.2%,但后者从2013年的0.07%增加到2022-2023年的0.19%(年变化百分比[APC] 9.3; 95%置信区间[CI]: 5.2, 13.2)。报告过去6个月使用非法兴奋剂的人的百分比从2013年的5.7%增加到2017年的7.3% (APC 11.6; 95%CI: 0.2, 52.9),从2019年的5.4%增加到2024年的11.5% (APC 17.8; 95%CI: 5.9, 41.1)。在研究的短期内(2020-2024年),报告使用注射毒品的人的比例在7.2%至17.5%之间变化。与ghb相关的住院人数从2012- 2013年的每10万人5.3人增加到2022-23年的每10万人19.1人(APC 19.0; 95%CI: 11.9, 31.1),与ghb相关的死亡人数从2013年的每10万人0.02人增加到2022年的每10万人0.24人(APC 36.5; 95%CI: 27.2, 58.1)。在此期间,治疗发作次数也有所增加,从2012- 2013年的0.07次增加到2020- 2021年的6.0次(APC 97.3; 95%CI: 83.5, 830.9),随后没有统计学上的显著变化(2022-23年的8.4次)。结论:2013年至2024年,澳大利亚γ -羟基丁酸盐的使用、危害和治疗参与度均有所增加。这些发现突出表明,有必要针对关键人群实施可接受的、量身定制的预防和减少危害战略,并在国家和国际上实施更强有力的监测工作。
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引用次数: 0
Modelling the economic effects of reducing the consumption of unhealthy commodities: An inter-sectoral input-output approach. 模拟减少不健康商品消费的经济影响:部门间投入产出方法。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-02 DOI: 10.1111/add.70336
Damon Morris, Duncan Gillespie, Megan James, Penny Breeze, Alan Brennan

Aims: Industry arguments against public health policies that reduce the consumption of unhealthy commodities often include the assertion that the policy will harm the economy by reducing production and costing jobs. However, this argument does not consider that consumers may spend money previously used for unhealthy commodity consumption on other products, benefiting other sectors and potentially offsetting those negative economic consequences. In this study we aimed to estimate the macroeconomic impacts of reducing consumption of alcohol, tobacco, confectionary and gambling, accounting for reallocation of spending from these commodities to alternatives.

Method: We developed the open-source Commercial Determinants of Health Input-Output (CDOHIO) model version 1.1.0. CDOHIO models inter-sectoral linkages in the United Kingdom (UK) economy using published input-output tables to estimate the macroeconomic outcomes of changes in the total national consumer expenditure on selected unhealthy commodities and the reallocation of this expenditure to other consumption. We modelled a 10% decrease in total consumer expenditure on (1) alcohol, (2) tobacco, (3) confectionary and (4) gambling, assuming that the reduced expenditure was reallocated entirely to other products. The comparator in each case was no change in expenditure. We analysed six economic outcomes: (i) output (the total value of production in the economy), (ii) tax receipts from employees, (iii) tax receipts from employers, (iv) full-time equivalent employment, (v) total net earnings to individuals, and (vi) Gross Value Added (GVA), which is the primary outcome measure used as a proxy for national Gross Domestic Product.

Results: For tobacco, confectionary and gambling, reduced spending was estimated to yield positive effects across all six measures. The total effect of a 10% reduction in confectionary spending was an increase in GVA of £0.389 billion (0.02%), for reduced spending on tobacco, +£1.859 billion GVA (+0.09%) and for gambling +£1.250 billion GVA (+0.06%). For alcohol, a 10% reduction in spending led to a small negative effect on GVA (-£0.134 billion, -0.01%), which is the net effect of positive effects of reduced spending on off-trade alcohol (+£2.543 billion) and negative effects of reduced spending on on-trade alcohol (-£2.677 billion).

Conclusions: The potential negative macroeconomic impacts of reducing spending on tobacco, confectionary and gambling in the United Kingdom could be more than mitigated when consumers reallocate money spent on these products to other consumption. This is also the case for off-trade alcohol consumption, but not for on-trade alcohol consumption.

目的:业界反对减少不健康商品消费的公共卫生政策的论据通常包括断言该政策将通过减少生产和减少就业而损害经济。然而,这一论点没有考虑到消费者可能会把以前用于不健康商品消费的钱花在其他产品上,从而使其他部门受益,并可能抵消这些负面的经济后果。在这项研究中,我们旨在估计减少酒精、烟草、糖果和赌博消费的宏观经济影响,并考虑到从这些商品到替代品的消费再分配。方法:开发了开源的健康投入产出商业决定因素(CDOHIO)模型1.1.0版。CDOHIO利用公布的投入产出表对联合王国经济的部门间联系进行建模,以估计国家消费者在选定的不健康商品上的总支出变化的宏观经济后果,以及将这种支出重新分配给其他消费的情况。我们模拟了消费者在(1)酒精、(2)烟草、(3)糖果和(4)赌博上的总支出减少10%的情况,假设减少的支出完全重新分配到其他产品上。每一个比较国的支出都没有变化。我们分析了六种经济结果:(i)产出(经济中生产的总价值),(ii)雇员的税收收入,(iii)雇主的税收收入,(iv)全职等效就业,(v)个人的总净收入,以及(vi)总增加值(GVA),这是用来代替国民生产总值的主要结果指标。结果:对于烟草、糖果和赌博,减少支出估计会在所有六项措施中产生积极影响。糖果支出减少10%的总影响是GVA增加3.89亿英镑(0.02%),烟草支出减少18.59亿英镑(+0.09%),赌博支出减少12.5亿英镑(+0.06%)。就酒精而言,减少10%的支出对GVA产生了很小的负面影响(- 1.34亿英镑,-0.01%),这是减少贸易外酒精支出的积极影响(+ 25.43亿英镑)和减少贸易内酒精支出的负面影响(- 26.77亿英镑)的净影响。结论:在英国,当消费者将花在这些产品上的钱重新分配到其他消费时,减少烟草、糖果和赌博支出的潜在负面宏观经济影响可能会得到缓解。贸易外酒精消费也是如此,但贸易内酒精消费并非如此。
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引用次数: 0
The need for a comprehensive opioid overdose prevention program in Iran. 伊朗需要一个全面的阿片类药物过量预防方案。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-02-01 DOI: 10.1111/add.70313
Pooneh Malekifar, Afarin Rahimi-Movaghar
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引用次数: 0
Bidirectional genetic and phenotypic links between smoking and striatal iron content involving dopaminergic and inflammatory pathways. 吸烟与纹状体铁含量之间的双向遗传和表型联系,涉及多巴胺能和炎症途径。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-01-31 DOI: 10.1111/add.70311
Olga Trofimova, Ilaria Iuliani, Sven Bergmann

Background and aims: Tobacco smoking is a major risk factor for cardiovascular and lung diseases. A better understanding of its neurobiological underpinnings will benefit the prevention of smoking-related illnesses and mortality. Previous studies link smoking to increased iron concentration in the striatum, a central component of the brain's reward system, and to reduced cognitive performance. This study aimed to investigate whether smoking and striatal iron share common biological pathways and to assess potential causal relationships between the two.

Methods: Using data from the UK Biobank, we investigated phenotypic and genetic correlations, and causal relationships between smoking initiation and magnetic resonance imaging (MRI)-derived markers of iron content (T2* and quantitative susceptibility mapping) in the bilateral putamen, caudate and accumbens nuclei.

Results: We found positive correlations between smoking and striatal iron (β ∈ [0.03, 0.40], P < 0.001), particularly when comparing current smokers with never smokers. Striatal iron was positively associated with pack-years (β ∈ [0.11, 0.13], P < 0.001) and inversely related to years since smoking cessation (β ∈ [0.06, 0.10], P < 0.001), suggesting iron levels may decrease after quitting. Genetic analysis confirmed phenotypic correlations, with shared genetic associations (P < 2.73 × 10-6, or 0.01 for candidate genes) in genes related to dopaminergic, glutamatergic and synaptic systems (DRD2, PPP1R1B, NCAM1, DLX5, GGACT, NAT16, PLEKHM1). Causality analysis revealed a relationship from smoking to striatal iron via genes involved in synaptogenesis and plasticity (BAI3, SEMA6D, TENM2), with evidence of reverse causality from iron to smoking through inflammatory and immune system-related genes (ING5, NLRP7).

Conclusions: There appear to be links between smoking and striatal iron with complex causal mechanisms involving synaptic transmission and inflammatory circuits. Striatal iron content could serve as a biomarker for smoking-related neurobiological changes and a potential target for interventions aimed at mitigating cognitive decline related to striatal iron accumulation.

背景和目的:吸烟是心血管和肺部疾病的主要危险因素。更好地了解其神经生物学基础将有助于预防与吸烟有关的疾病和死亡率。先前的研究将吸烟与纹状体(大脑奖励系统的核心组成部分)中铁浓度升高以及认知能力下降联系起来。本研究旨在探讨吸烟和纹状体铁是否有共同的生物学途径,并评估两者之间潜在的因果关系。方法:利用英国生物银行(UK Biobank)的数据,研究吸烟开始与双侧壳核、尾状核和伏隔核中磁共振成像(MRI)衍生的铁含量标志物(T2*和定量易感性图谱)之间的表型和遗传相关性以及因果关系。结果:我们发现吸烟与多巴胺能、谷氨酸能和突触系统相关基因(DRD2、PPP1R1B、NCAM1、DLX5、GGACT、NAT16、PLEKHM1)的纹状体铁呈正相关(β∈[0.03,0.40],P = -6,候选基因为0.01)。因果关系分析显示,吸烟与纹状体铁之间的关系通过参与突触发生和可塑性的基因(BAI3, SEMA6D, TENM2),铁与吸烟之间的反向因果关系通过炎症和免疫系统相关基因(ING5, NLRP7)。结论:吸烟与纹状体铁之间似乎存在复杂的因果机制,涉及突触传递和炎症回路。纹状体铁含量可以作为吸烟相关神经生物学变化的生物标志物,也是旨在减轻纹状体铁积累相关认知能力下降的干预措施的潜在目标。
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引用次数: 0
Hippocampal subfield differences in people with and without recreational ketamine use: Insights from multi-modal neuroimaging. 使用和不使用娱乐性氯胺酮的人的海马体子区差异:来自多模态神经成像的见解。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-01-29 DOI: 10.1111/add.70331
Yi-Hsuan Liu, Chia-Chun Hung, Marc N Potenza, Kun-Hsien Chou, Pei-Lin Lee, Chu-Chung Huang, Chiang-Shan R Li, Tony Szu-Hsien Lee, Ching-Po Lin
<p><strong>Background and aims: </strong>Recreational ketamine use has increased globally and is associated with psychiatric and cognitive concerns. The hippocampus in preclinical models shows damage and working-memory disruption with repeated dosing. However, whether specific hippocampal subregions may differ in people with chronic ketamine use remains unclear. In Taiwan, ketamine is predominantly consumed by smoking ketamine mixed with tobacco, producing smoking-related behavioral profiles like non-ketamine tobacco use participants (TUs). We therefore examined individuals with urine-confirmed ketamine as the only detected substance who reported predominantly smoking-administered recreational use (KUs) and used TUs as controls. This study aimed to: (1) characterize ketamine-use patterns and psychiatric symptoms; (2) compare working-memory and affective-behavioral measures between KUs and TUs; (3) quantify group differences in hippocampal subregion volumes; and (4) assess group differences in functional connectivity (FC) of identified subregions and relationships with neurotransmitter receptor distributions.</p><p><strong>Design: </strong>Cross-sectional case-control study with cognitive testing and neuroimaging.</p><p><strong>Setting: </strong>Community-based recruitment in Taiwan.</p><p><strong>Participants: </strong>58 KUs (44 males; mean age = 21.00 ± 4.57) and 73 TUs (52 males; mean age = 24.34 ± 5.86).</p><p><strong>Measurements: </strong>Ketamine-use patterns (Addiction Severity Index), psychiatric symptoms [Symptom Checklist-90-Revised (SCL-90-R)], working-memory (N-back), affective-behavioral measures [Barratt Impulsiveness Scale (BIS-11), Buss and Perry Aggression Questionnaire (BPAQ), Sensitivity to Punishment and Sensitivity to Reward Questionnaire (SPSRQ)], hippocampal subfield volumes (FreeSurfer) and functional connectivity (FC) of identified subregions (seed-based analysis). Spatial correspondence with N-methyl-D-aspartate (NMDA) receptor density was evaluated using JuSpace.</p><p><strong>Findings: </strong>Heavier ketamine use was associated with greater psychological distress [Global Severity Index (GSI) r = 0.343, P = 0.011], particularly anxiety (r = 0.457, P < 0.001) and hostility (r = 0.442, P < 0.001). Although self-reported impulsivity, aggression and reward/punishment sensitivity did not differ between groups, KUs showed reduced accuracy under higher working-memory load [2-back: F(1, 124) = 4.16, P = 0.04, partial η<sup>2</sup> = 0.03; 1-back: F(1, 124) = 8.10, P = 0.005, η2 = 0.06]. KUs displayed reduced left hippocampal volume [F(1, 119) = 4.23, P = 0.04, η2 = 0.03], most marked in the hippocampal-amygdaloid-transition-area [HATA; F(1, 119) = 10.52, P = 0.002, η2 = 0.08]. KUs also showed increased FC between left HATA and frontal, cingulate, temporal, subcortical, insular and cerebellar regions (P < 0.05, AlphaSim corrected), which correlated with NMDA-receptor distributions (z = 0.30, P = 0.005, false discovery rate co
背景和目的:娱乐性氯胺酮的使用在全球范围内有所增加,并与精神和认知问题有关。临床前模型海马在重复给药后出现损伤和工作记忆中断。然而,在长期使用氯胺酮的人群中,特定的海马亚区是否会有所不同仍不清楚。在台湾,氯胺酮主要是通过吸食氯胺酮混合烟草来消耗的,产生与吸烟相关的行为特征,如非氯胺酮烟草使用参与者(TUs)。因此,我们对尿检证实氯胺酮是唯一检测到的物质的个体进行了检查,这些个体报告主要是吸烟引起的娱乐性使用(KUs),并以tu作为对照。本研究旨在:(1)表征氯胺酮使用模式和精神症状;(2)在工作记忆和情感行为测量方面,ku和tu的差异比较;(3)量化各组海马亚区体积差异;(4)评估鉴定亚区功能连通性(FC)的组间差异及其与神经递质受体分布的关系。设计:采用认知测试和神经成像的横断面病例对照研究。设定:台湾社区招聘。研究对象:KUs 58人(男性44人,平均年龄21.00±4.57岁),tu 73人(男性52人,平均年龄24.34±5.86岁)。测量方法:氯胺酮使用模式(成瘾严重程度指数)、精神症状(症状量表-90-修订(SCL-90-R))、工作记忆(N-back)、情感行为测量(Barratt冲动性量表(bis11)、Buss和Perry攻击问卷(BPAQ)、惩罚敏感性和奖励敏感性问卷(SPSRQ))、海马子区体积(FreeSurfer)和识别子区的功能连通性(FC)(基于种子的分析)。利用JuSpace评价了n -甲基- d -天冬氨酸(NMDA)受体密度与空间对应关系。结果:氯胺酮使用越重,心理压力越大[全球严重程度指数(GSI) r = 0.343, P = 0.011],尤其是焦虑(r = 0.457, P 2 = 0.03; 1-back: F(1,124) = 8.10, P = 0.005, η2 = 0.06]。KUs表现为左海马体积缩小[F(1,119) = 4.23, P = 0.04, η2 = 0.03],最明显的是海马-杏仁核-过渡区[HATA;F(1,119) = 10.52, p = 0.002, η2 = 0.08]。KUs还显示左侧HATA与额、扣带、颞、皮质下、岛和小脑区域之间的FC增加(P结论:娱乐性吸烟给予氯胺酮的使用似乎与剂量依赖性精神症状、负荷依赖性工作记忆障碍、选择性海马亚区体积差异和与n -甲基-d -天冬氨酸(NMDA)受体分布一致的网络连接改变有关。
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引用次数: 0
Adolescent cannabis use and psychological distress from 2013 to 2023: A population-based study in Ontario, Canada. 2013年至2023年青少年大麻使用和心理困扰:加拿大安大略省一项基于人口的研究。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-01-28 DOI: 10.1111/add.70333
André J McDonald, Amanda Doggett, Susan J Bondy, Ian Colman, Steven Cook, Hayley A Hamilton, Paul Kurdyak, Scott T Leatherdale, Daniel T Myran, Jürgen Rehm, Christine M Wickens, James MacKillop, Jillian Halladay
<p><strong>Background and aims: </strong>Epidemiologic research suggests that adolescent cannabis use is associated with psychological distress (i.e. depression and anxiety symptoms); however, most studies have relied on 20th-century data, when cannabis was significantly less potent than today. This study aimed to estimate the association between adolescent cannabis use and psychological distress using contemporary population-based data and examine the roles of time [as a proxy for increasing Δ9-tetrahydrocannabinol (THC) potency], sex and age of initiation.</p><p><strong>Design: </strong>Representative cross-sectional survey conducted biennially from 2013 to 2023.</p><p><strong>Setting: </strong>Ontario, Canada.</p><p><strong>Participants: </strong>35 007 adolescents in grades 7 to 12.</p><p><strong>Measurements: </strong>Past-year cannabis use was categorized as Never, 1-2 times, 3-9 times, 10-39 times or 40+ times. Psychological distress was measured with the Kessler-6 scale using a cut-off score of 13+ indicating anxiety/depression symptoms. Multivariable modified Poisson and least-squares models were used to estimate the association between past-year cannabis use and psychological distress. Survey year and sex were tested as effect modifiers on the multiplicative and additive scales. The association between school grade of cannabis use initiation and psychological distress was also estimated.</p><p><strong>Findings: </strong>From 2013 to 2023, the prevalence of psychological distress increased from 10.7% to 27.4%, whereas cannabis use decreased from 23.1% to 17.6%. Survey year and sex were statistically significant effect modifiers for the association between cannabis use and psychological distress with associations consistent with a super-additive effect but not multiplicative synergy (additive interactions: P < 0.05; multiplicative interactions: P > 0.05). The association between cannabis use and psychological distress strengthened over time, particularly for those using 40+ times compared with abstinence (from 0% [95% confidence interval (CI) = -6% to 6%] adjusted prevalence difference in 2013 to 18% (95% CI = 11%-25%] adjusted prevalence difference in 2023). Independent of time, there was evidence of dose-response among females, but not males. A 5% (95% CI = 1%-10%) lower prevalence of psychological distress was observed per later school grade of cannabis use initiation.</p><p><strong>Conclusions: </strong>Psychological distress increased markedly among adolescents in Ontario, Canada, from 2013 to 2023. In that setting, adolescent cannabis use was statistically significantly associated with psychological distress, especially among females, and this association increased in magnitude over time, especially for those using most frequently. It is possible that adolescents are increasingly self-medicating psychological distress with cannabis and/or that rising cannabis potency is increasingly contributing to psychological distress. While caus
背景和目的:流行病学研究表明,青少年使用大麻与心理困扰(即抑郁和焦虑症状)有关;然而,大多数研究都依赖于20世纪的数据,当时大麻的效力明显不如今天。本研究旨在利用当代基于人口的数据估计青少年大麻使用与心理困扰之间的关系,并检查时间[作为增加Δ9-tetrahydrocannabinol (THC)效力的代理],性别和开始年龄的作用。设计:2013 - 2023年每两年进行一次代表性横断面调查。环境:加拿大安大略省。参与者:35 007名7至12年级的青少年。测量:过去一年的大麻使用分为从未,1-2次,3-9次,10-39次或40+次。采用Kessler-6量表测量心理困扰,分值为13+,表示焦虑/抑郁症状。使用多变量修正泊松和最小二乘模型来估计过去一年大麻使用与心理困扰之间的关系。调查年份和性别作为乘法和加性量表的影响调节因子。还估计了开始使用大麻的学校年级与心理困扰之间的关系。研究发现:从2013年到2023年,心理困扰的患病率从10.7%上升到27.4%,而大麻的使用率从23.1%下降到17.6%。调查年份和性别是大麻使用与心理困扰之间关联的统计学显著影响修饰因子,其关联符合超加性效应,但不符合乘法协同效应(加性相互作用:P 0.05)。大麻使用与心理困扰之间的关系随着时间的推移而加强,特别是那些使用大麻40次以上的人与戒断相比(从2013年的0%[95%置信区间(CI) = -6%至6%]调整后的流行差异到2023年的18% (95% CI = 11%-25%]调整后的流行差异)。与时间无关,在女性中有剂量反应的证据,但在男性中没有。根据开始使用大麻的学校年级,心理困扰的患病率降低5% (95% CI = 1%-10%)。结论:2013年至2023年,加拿大安大略省青少年的心理困扰显著增加。在这种情况下,青少年大麻的使用在统计上与心理困扰显著相关,尤其是在女性中,这种关联随着时间的推移而增加,特别是对于那些使用最频繁的人。有可能是青少年越来越多地用大麻自我治疗心理困扰和/或大麻效力的增强日益加剧了心理困扰。虽然无法确定因果关系,但根据预防原则,政策制定者应优先考虑旨在减少使用频率、限制效力和延迟开始使用年龄的大麻预防战略,特别是在女性中。
{"title":"Adolescent cannabis use and psychological distress from 2013 to 2023: A population-based study in Ontario, Canada.","authors":"André J McDonald, Amanda Doggett, Susan J Bondy, Ian Colman, Steven Cook, Hayley A Hamilton, Paul Kurdyak, Scott T Leatherdale, Daniel T Myran, Jürgen Rehm, Christine M Wickens, James MacKillop, Jillian Halladay","doi":"10.1111/add.70333","DOIUrl":"10.1111/add.70333","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background and aims: &lt;/strong&gt;Epidemiologic research suggests that adolescent cannabis use is associated with psychological distress (i.e. depression and anxiety symptoms); however, most studies have relied on 20th-century data, when cannabis was significantly less potent than today. This study aimed to estimate the association between adolescent cannabis use and psychological distress using contemporary population-based data and examine the roles of time [as a proxy for increasing Δ9-tetrahydrocannabinol (THC) potency], sex and age of initiation.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Design: &lt;/strong&gt;Representative cross-sectional survey conducted biennially from 2013 to 2023.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Setting: &lt;/strong&gt;Ontario, Canada.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Participants: &lt;/strong&gt;35 007 adolescents in grades 7 to 12.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Measurements: &lt;/strong&gt;Past-year cannabis use was categorized as Never, 1-2 times, 3-9 times, 10-39 times or 40+ times. Psychological distress was measured with the Kessler-6 scale using a cut-off score of 13+ indicating anxiety/depression symptoms. Multivariable modified Poisson and least-squares models were used to estimate the association between past-year cannabis use and psychological distress. Survey year and sex were tested as effect modifiers on the multiplicative and additive scales. The association between school grade of cannabis use initiation and psychological distress was also estimated.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Findings: &lt;/strong&gt;From 2013 to 2023, the prevalence of psychological distress increased from 10.7% to 27.4%, whereas cannabis use decreased from 23.1% to 17.6%. Survey year and sex were statistically significant effect modifiers for the association between cannabis use and psychological distress with associations consistent with a super-additive effect but not multiplicative synergy (additive interactions: P &lt; 0.05; multiplicative interactions: P &gt; 0.05). The association between cannabis use and psychological distress strengthened over time, particularly for those using 40+ times compared with abstinence (from 0% [95% confidence interval (CI) = -6% to 6%] adjusted prevalence difference in 2013 to 18% (95% CI = 11%-25%] adjusted prevalence difference in 2023). Independent of time, there was evidence of dose-response among females, but not males. A 5% (95% CI = 1%-10%) lower prevalence of psychological distress was observed per later school grade of cannabis use initiation.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/strong&gt;Psychological distress increased markedly among adolescents in Ontario, Canada, from 2013 to 2023. In that setting, adolescent cannabis use was statistically significantly associated with psychological distress, especially among females, and this association increased in magnitude over time, especially for those using most frequently. It is possible that adolescents are increasingly self-medicating psychological distress with cannabis and/or that rising cannabis potency is increasingly contributing to psychological distress. While caus","PeriodicalId":109,"journal":{"name":"Addiction","volume":" ","pages":""},"PeriodicalIF":5.3,"publicationDate":"2026-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146058331","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A cost-benefit analysis of the implementation and scale-up of harm reduction interventions in the Australian Capital Territory. 在澳大利亚首都地区实施和扩大减少危害干预措施的成本效益分析。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-01-27 DOI: 10.1111/add.70276
Anna L Bowring, Tom Tidhar, Anna Olsen, Christopher Bailie, Kelvin Burke, Rowan Martin-Hughes, Helen Keane, Paul Dietze, Nick Scott
<p><strong>Background and aims: </strong>Harm reduction interventions aim to reduce negative consequences of drug use. We aimed to estimate the cost, health impact and economic benefits of current, expanded and new harm reduction interventions for people who use drugs in the Australian Capital Territory.</p><p><strong>Design: </strong>We conducted a cost-benefit analysis of existing and new harm reduction interventions in the Australian Capital Territory. Independent decision tree models captured health outcomes [opioid/non-opioid overdose; overdose-related deaths; injection-related skin/soft tissue/vascular infections (IRIs); hepatitis C incidence] for 2026-2030 according to intervention coverage.</p><p><strong>Setting: </strong>Australian Capital Territory, Australia.</p><p><strong>Participants/cases: </strong>People who use drugs through injecting (n = 1500) or non-injecting (n = 33 600) routes differentiated by drug class (opioid/non-opioid).</p><p><strong>Interventions and comparator: </strong>A baseline scenario (current intervention coverage maintained) was compared with a counterfactual no interventions scenario, as well as scenarios with interventions linearly scaled up to the assumed maximum proportion of the target population that could be reached given geographical, social and implementation constraints. Interventions included in the analysis were: drug consumption rooms, needle-syringe programs, take-home naloxone, opioid agonist treatment, safer opioid supply, drug checking services and technological interventions (i.e. overdose monitoring 'apps'/hotlines).</p><p><strong>Measurements: </strong>Economic benefits were estimated from health costs averted (emergency response; shorter hospitalisation for IRI; hepatitis C treatment) and societal costs from years of life lost. Benefit-cost ratios were calculated compared to the baseline. A sensitivity analysis considered a changed illicit drug market with increased probability of overdose and overdose-related death.</p><p><strong>Findings: </strong>Compared with no coverage, the current package of harm reduction interventions was estimated to cost $24.6 million over 2026-2030 and avert 454 (24%) opioid and 20 (0.2%) non-opioid overdoses, 70 (28%) overdose-related deaths, 215 (17%) emergency responses, 552 (117%) hepatitis C infections and 199 (9%) IRIs. This corresponds to $250.1 million in economic benefits [benefit-cost ratio = 10.1, 95% confidence interval (CI) = 7.9-12.4]. Benefit-cost ratios for scaling up take-home naloxone [16.4 (5.0-27.9)], opioid agonist treatment [10.2 (5.6-15.3)], technological interventions [3.5 (0.0-15.7)], drug consumption room/s using medialised [1.9 (0.6-3.9)] or nurse/peer-led model [2.7 (1.2-4.4)], safer opioid supply [1.5 (0.8-2.6)] and needle-syringe programs [1.4 (0.7-2.6)] were favourable. The benefit-cost ratio for drug checking was 0.3 (0.0-6.2) but increased to 14.0 (0.1-29.6) under changed drug market conditions.</p><p><strong>Conclusions: </stron
背景和目的:减少危害干预措施旨在减少药物使用的负面后果。我们的目的是估计澳大利亚首都地区现有的、扩大的和新的减少危害干预措施对吸毒者的成本、健康影响和经济效益。设计:我们对澳大利亚首都地区现有的和新的减少危害干预措施进行了成本效益分析。独立决策树模型捕获健康结果[阿片类药物/非阿片类药物过量;overdose-related死亡;注射相关皮肤/软组织/血管感染(IRIs);根据干预覆盖,2026-2030年的丙型肝炎发病率]。地点:澳大利亚首都直辖区。参与者/病例:根据药物类别(阿片类药物/非阿片类药物)区分,通过注射(n = 1500)或非注射(n = 33600)途径使用药物的人。干预措施和比较:将基线情景(维持目前的干预措施覆盖范围)与不采取干预措施的反事实情景进行比较,并将干预措施线性扩大到在地理、社会和实施限制的情况下可能达到的目标人口的最大比例的情景进行比较。分析中包括的干预措施包括:药物消耗室、针头注射器计划、带回家的纳洛酮、阿片类药物激动剂治疗、更安全的阿片类药物供应、药物检查服务和技术干预(即过量监测“应用程序”/热线)。测量方法:从避免的健康成本(紧急反应;IRI住院时间缩短;丙型肝炎治疗)和生命损失年数的社会成本估算经济效益。与基线比较计算收益-成本比。一项敏感性分析考虑了非法药物市场的变化与过量和过量相关死亡的可能性增加。研究结果:与没有覆盖相比,目前的一揽子减少危害干预措施估计在2026-2030年期间耗资2460万美元,避免了454例(24%)阿片类药物和20例(0.2%)非阿片类药物过量,70例(28%)过量相关死亡,215例(17%)应急响应,552例(117%)丙型肝炎感染和199例(9%)IRIs。这相当于2.501亿美元的经济效益[效益-成本比= 10.1,95%置信区间(CI) = 7.9-12.4]。扩大纳洛酮带回家的效益成本比[16.4(5.0-27.9)]、阿片激动剂治疗[10.2(5.6-15.3)]、技术干预[3.5(0.0-15.7)]、药物消耗室/秒使用[1.9(0.6-3.9)]或护士/同行主导模式[2.7(1.2-4.4)]、更安全的阿片类药物供应[1.5(0.8-2.6)]和针头注射计划[1.4(0.7-2.6)]是有利的。药品检查的效益成本比为0.3(0.0 ~ 6.2),但随着药品市场条件的变化,效益成本比增加到14.0(0.1 ~ 29.6)。结论:从社会的角度来看,对澳大利亚首都地区吸毒人员的模型扩展和新的减少危害干预措施似乎可能节省成本。如果该地区有较高过量风险的药物流通更大,这将增加预防过量和相关危害的干预措施的影响。
{"title":"A cost-benefit analysis of the implementation and scale-up of harm reduction interventions in the Australian Capital Territory.","authors":"Anna L Bowring, Tom Tidhar, Anna Olsen, Christopher Bailie, Kelvin Burke, Rowan Martin-Hughes, Helen Keane, Paul Dietze, Nick Scott","doi":"10.1111/add.70276","DOIUrl":"https://doi.org/10.1111/add.70276","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Background and aims: &lt;/strong&gt;Harm reduction interventions aim to reduce negative consequences of drug use. We aimed to estimate the cost, health impact and economic benefits of current, expanded and new harm reduction interventions for people who use drugs in the Australian Capital Territory.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Design: &lt;/strong&gt;We conducted a cost-benefit analysis of existing and new harm reduction interventions in the Australian Capital Territory. Independent decision tree models captured health outcomes [opioid/non-opioid overdose; overdose-related deaths; injection-related skin/soft tissue/vascular infections (IRIs); hepatitis C incidence] for 2026-2030 according to intervention coverage.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Setting: &lt;/strong&gt;Australian Capital Territory, Australia.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Participants/cases: &lt;/strong&gt;People who use drugs through injecting (n = 1500) or non-injecting (n = 33 600) routes differentiated by drug class (opioid/non-opioid).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Interventions and comparator: &lt;/strong&gt;A baseline scenario (current intervention coverage maintained) was compared with a counterfactual no interventions scenario, as well as scenarios with interventions linearly scaled up to the assumed maximum proportion of the target population that could be reached given geographical, social and implementation constraints. Interventions included in the analysis were: drug consumption rooms, needle-syringe programs, take-home naloxone, opioid agonist treatment, safer opioid supply, drug checking services and technological interventions (i.e. overdose monitoring 'apps'/hotlines).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Measurements: &lt;/strong&gt;Economic benefits were estimated from health costs averted (emergency response; shorter hospitalisation for IRI; hepatitis C treatment) and societal costs from years of life lost. Benefit-cost ratios were calculated compared to the baseline. A sensitivity analysis considered a changed illicit drug market with increased probability of overdose and overdose-related death.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Findings: &lt;/strong&gt;Compared with no coverage, the current package of harm reduction interventions was estimated to cost $24.6 million over 2026-2030 and avert 454 (24%) opioid and 20 (0.2%) non-opioid overdoses, 70 (28%) overdose-related deaths, 215 (17%) emergency responses, 552 (117%) hepatitis C infections and 199 (9%) IRIs. This corresponds to $250.1 million in economic benefits [benefit-cost ratio = 10.1, 95% confidence interval (CI) = 7.9-12.4]. Benefit-cost ratios for scaling up take-home naloxone [16.4 (5.0-27.9)], opioid agonist treatment [10.2 (5.6-15.3)], technological interventions [3.5 (0.0-15.7)], drug consumption room/s using medialised [1.9 (0.6-3.9)] or nurse/peer-led model [2.7 (1.2-4.4)], safer opioid supply [1.5 (0.8-2.6)] and needle-syringe programs [1.4 (0.7-2.6)] were favourable. The benefit-cost ratio for drug checking was 0.3 (0.0-6.2) but increased to 14.0 (0.1-29.6) under changed drug market conditions.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions: &lt;/stron","PeriodicalId":109,"journal":{"name":"Addiction","volume":" ","pages":""},"PeriodicalIF":5.3,"publicationDate":"2026-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146058241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparing the accuracy of artificial intelligence models to detect alcohol in video images. 比较人工智能模型在视频图像中检测酒精的准确性。
IF 5.3 1区 医学 Q1 PSYCHIATRY Pub Date : 2026-01-26 DOI: 10.1111/add.70337
Samatha Pararath, Zhen He, Joshua Millward, Emmanuel Kuntsche, Benjamin Riordan

Background and aims: Thanks to smart devices, social media and streaming platforms, watching videos, like movies or short social media clips, has become extremely popular. Alcohol portrayals are frequent in videos, yet their prevalence is difficult to quantify using traditional methods such as manual coding. Artificial intelligence (AI) offers a scalable solution to analyse large volumes of video images. This study aimed to compare the accuracy of three AI models in detecting alcohol presence in video images.

Method: Experimental evaluation of three models: one supervised deep learning model (ABIDLA2) and two zero-shot learning models (ZSL-CLIP and ZSL-LLaVA). The models were tested on datasets of video frames that had been annotated by researchers for whether they included alcohol or not. Three datasets of increasing complexity were used: (1) a Google/Bing image set of clearly visible alcohol and non-alcohol images; (2) a set of movie frames manually annotated as containing or not containing alcohol; and (3) a contextually challenging set of movie frames from alcohol-related settings (e.g. bars, parties) that may or may not include visible alcohol. Model performance was assessed using accuracy, unweighted average recall (UAR) and F1 score, representing the balance between precision and recall. Execution time per frame was also measured to evaluate computational efficiency.

Results: Across the three datasets, ABIDLA2, ZSL-CLIP and ZSL-LLaVA achieved percentage accuracies of 90%, 91% and 92% on the Google/Bing images; 70%, 65% and 95% on the diverse movie-scene dataset; and 67%, 63% and 94% on the most complex alcohol-related dataset, respectively. In terms of execution time, ABIDLA2 processed a single frame the fastest (0.21 seconds), followed by ZSL-LLaVA (0.45 seconds), while ZSL-CLIP was the slowest (0.58 seconds).

Conclusion: Automated artificial intelligence (AI) models appear to be able to detect alcohol imagery in videos at large scale with high accuracy and in near real time. Of the three AI models tested, ZSL-LLaVA achieved the best balance between accuracy and speed. Offering a cost- and time-efficient alternative to labour-intensive manual coding, ZSL-LLaVA could be used to monitor alcohol-related visual content in videos across diverse media platforms.

背景和目的:由于智能设备,社交媒体和流媒体平台,观看视频,如电影或短社交媒体剪辑,已经变得非常流行。视频中经常出现对酒精的描述,但很难用手工编码等传统方法对其流行程度进行量化。人工智能(AI)提供了一种可扩展的解决方案来分析大量视频图像。这项研究旨在比较三种人工智能模型在检测视频图像中酒精存在方面的准确性。方法:对三个模型进行实验评价:一个有监督深度学习模型(ABIDLA2)和两个零射击学习模型(ZSL-CLIP和ZSL-LLaVA)。这些模型在视频帧的数据集上进行了测试,研究人员对这些视频帧是否包含酒精进行了注释。使用了三个日益复杂的数据集:(1)谷歌/Bing图像集,其中包含清晰可见的酒精和非酒精图像;(二)手工标注含酒精或者不含酒精的电影画框;(3)从与酒精有关的场景(如酒吧、派对)中截取具有背景挑战性的一组电影帧,这些场景可能包含也可能不包含可见的酒精。模型性能评估使用准确性,未加权平均召回(UAR)和F1分数,代表精度和召回之间的平衡。还测量了每帧的执行时间,以评估计算效率。结果:在三个数据集中,ABIDLA2、ZSL-CLIP和ZSL-LLaVA在b谷歌/Bing图像上的准确率分别为90%、91%和92%;70%, 65%和95%在不同的电影场景数据集上;在最复杂的酒精相关数据集中,这一比例分别为67%、63%和94%。在执行时间方面,ABIDLA2处理单帧最快(0.21秒),其次是ZSL-LLaVA(0.45秒),ZSL-CLIP最慢(0.58秒)。结论:自动化人工智能(AI)模型似乎能够以高精度和接近实时的方式大规模检测视频中的酒精图像。在测试的三种人工智能模型中,ZSL-LLaVA在精度和速度之间取得了最佳平衡。ZSL-LLaVA提供了一种成本和时间效率高的劳力密集型人工编码替代方案,可用于监控不同媒体平台上视频中与酒精相关的视觉内容。
{"title":"Comparing the accuracy of artificial intelligence models to detect alcohol in video images.","authors":"Samatha Pararath, Zhen He, Joshua Millward, Emmanuel Kuntsche, Benjamin Riordan","doi":"10.1111/add.70337","DOIUrl":"https://doi.org/10.1111/add.70337","url":null,"abstract":"<p><strong>Background and aims: </strong>Thanks to smart devices, social media and streaming platforms, watching videos, like movies or short social media clips, has become extremely popular. Alcohol portrayals are frequent in videos, yet their prevalence is difficult to quantify using traditional methods such as manual coding. Artificial intelligence (AI) offers a scalable solution to analyse large volumes of video images. This study aimed to compare the accuracy of three AI models in detecting alcohol presence in video images.</p><p><strong>Method: </strong>Experimental evaluation of three models: one supervised deep learning model (ABIDLA2) and two zero-shot learning models (ZSL-CLIP and ZSL-LLaVA). The models were tested on datasets of video frames that had been annotated by researchers for whether they included alcohol or not. Three datasets of increasing complexity were used: (1) a Google/Bing image set of clearly visible alcohol and non-alcohol images; (2) a set of movie frames manually annotated as containing or not containing alcohol; and (3) a contextually challenging set of movie frames from alcohol-related settings (e.g. bars, parties) that may or may not include visible alcohol. Model performance was assessed using accuracy, unweighted average recall (UAR) and F1 score, representing the balance between precision and recall. Execution time per frame was also measured to evaluate computational efficiency.</p><p><strong>Results: </strong>Across the three datasets, ABIDLA2, ZSL-CLIP and ZSL-LLaVA achieved percentage accuracies of 90%, 91% and 92% on the Google/Bing images; 70%, 65% and 95% on the diverse movie-scene dataset; and 67%, 63% and 94% on the most complex alcohol-related dataset, respectively. In terms of execution time, ABIDLA2 processed a single frame the fastest (0.21 seconds), followed by ZSL-LLaVA (0.45 seconds), while ZSL-CLIP was the slowest (0.58 seconds).</p><p><strong>Conclusion: </strong>Automated artificial intelligence (AI) models appear to be able to detect alcohol imagery in videos at large scale with high accuracy and in near real time. Of the three AI models tested, ZSL-LLaVA achieved the best balance between accuracy and speed. Offering a cost- and time-efficient alternative to labour-intensive manual coding, ZSL-LLaVA could be used to monitor alcohol-related visual content in videos across diverse media platforms.</p>","PeriodicalId":109,"journal":{"name":"Addiction","volume":" ","pages":""},"PeriodicalIF":5.3,"publicationDate":"2026-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146049587","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Addiction
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