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Electronic Gaming Machine Consumers' Understanding of Past & Future Spending: Associations with Risk, Impulsivity, Self-Control, & Problematic Gambling. 电子游戏机消费者对过去和未来消费的理解:与风险、冲动、自我控制和问题赌博的关联。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-06-09 DOI: 10.1007/s10899-025-10405-y
Teejay Santos, Robert M Heirene, Deborah Cobb-Clark, Agnieszka Tymula, Sally M Gainsbury

An individual's ability to make informed decisions about future gambling expenditure requires an awareness of affordability and likely return, and hence an accurate understanding of their past outcomes. Electronic gaming machines (EGMs) have been criticised for having structural characteristics that erode informed decision-making (e.g., loses disguised as wins, display of credits vs. currency). Here we investigate individual's understanding of their recent and future  EGM spending. Survey responses for 187 Australian EGM customers (age range:18-81, 57% female) were linked to their account data held by a gambling venue. Few customers accurately recalled and predicted their past/future 30-day expenditure to within a 10% margin of error, including net outcome (i.e., accurate recall [5.5%] or prediction [17.4%] of total amount won or lost); win (10.5%; 32.9%), and total spend (2.6%; 12.8%). The ability to accurately report gambling expenditure was almost exclusively limited to those who did not gamble during the period reported. Participants with greater impulsivity and more willingness to take risks were less accurate in their prediction of net outcome and spend, respectively. Across recall and prediction, participants commonly overestimated their net result, yet underestimated the amount they won, suggesting that winnings are re-gambled without considering them as their own funds. Our findings demonstrate EGM customers do not understand their gambling expenditure and changes are needed to the product and environment to facilitate informed choice.

一个人要想对未来的赌博支出做出明智的决定,就必须了解自己的承受能力和可能的回报,从而准确地了解自己过去的结果。电子游戏机(egm)因其结构特征而受到批评,这些结构特征会削弱明智的决策(例如,失败伪装成胜利,显示信用与货币)。在这里,我们调查了个人对他们最近和未来的企业管理支出的理解。187名澳大利亚EGM客户(年龄范围:18-81岁,57%为女性)的调查回复与赌博场所持有的账户数据相关联。很少有客户准确地回忆和预测他们过去/未来30天的支出在10%的误差范围内,包括净结果(即准确地回忆[5.5%]或预测[17.4%]总赢或输);赢得(10.5%;32.9%),总支出(2.6%;12.8%)。准确报告赌博支出的能力几乎仅限于那些在报告期间不赌博的人。冲动更强和更愿意冒险的参与者分别在预测净结果和支出方面的准确性较低。在回忆和预测中,参与者普遍高估了他们的最终结果,但低估了他们赢得的金额,这表明赢来的钱被重新赌博,而没有把它们当作自己的资金。我们的研究结果表明,EGM客户不了解他们的赌博支出,需要对产品和环境进行改变,以促进知情选择。
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引用次数: 0
Mandatory Third-Party Exclusion of Individuals with Gambling Problems in Germany: Data from the OASIS Player Exclusion System. 强制第三方排除个人赌博问题在德国:数据从绿洲玩家排除系统。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-13 DOI: 10.1007/s10899-025-10427-6
Gerhard Meyer

While self-exclusion for individuals who gamble is widely recognized and implemented as an important consumer protection measure worldwide, third-party exclusion, initiated by relatives or gambling providers, is currently only available in a few countries. The aim of this article is to provide a timely descriptive evaluation of the exclusion registry in Germany, where third-party exclusion is mandatory by law, in relation to different types of gambling and the frequency of use by gambling providers. The relevant authority has provided data from licensed providers, broken down by self-exclusion and third-party exclusion. The majority of exclusion requests in 2024 (N = 303,876) were made through self-exclusion. Specifically, 96.8% of all exclusions were initiated by the players themselves, while only 3.2% resulted from third-party requests. The lowest proportions of third-party exclusions were observed in the sectors of gambling halls with German-style slot machines (0.7%), virtual slot machines (1.1%), and online poker (1.5%). The low proportion of third-party exclusions may be due to a conflict of interest, as gambling providers often generate significant revenue from individuals with gambling problems, making this group a lucrative target market. However, preliminary empirical evidence suggests that third-party exclusions have positive effects, showing comparable rates of abstinence and reduced gambling behavior to those who self-exclude. Mandatory third-party exclusions help minimize harm and represent a valuable addition to public health strategies. Nevertheless, further research is needed to expand the limited database, and the low use of third-party exclusions by providers calls for stronger regulatory oversight.

虽然赌博个人的自我排斥作为一项重要的消费者保护措施在世界范围内得到广泛认可和实施,但由亲属或赌博提供者发起的第三方排斥目前仅在少数国家可行。本文的目的是提供德国排除登记的及时描述性评估,其中第三方排除是法律强制规定的,涉及不同类型的赌博和赌博提供者使用的频率。有关部门提供了持牌供应商的数据,按自我排除和第三方排除分列。在2024年的排除请求中,大多数(N = 303,876)是通过自我排除提出的。具体来说,96.8%的排除是由玩家自己发起的,而只有3.2%是由第三方请求引起的。第三方排除比例最低的是拥有德国式老虎机(0.7%)、虚拟老虎机(1.1%)和在线扑克(1.5%)的赌博大厅。第三方排除比例低可能是由于利益冲突,因为赌博提供者经常从有赌博问题的个人那里获得大量收入,使这一群体成为有利可图的目标市场。然而,初步的经验证据表明,排除第三方有积极的影响,显示出与那些自我排除的人相当的戒断率和减少赌博行为。强制性排除第三方有助于最大限度地减少伤害,是对公共卫生战略的宝贵补充。然而,需要进一步的研究来扩大有限的数据库,供应商对第三方排除的低使用率要求加强监管。
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引用次数: 0
Electronic Screening, Brief Intervention, and Referral to Treatment (e-SBIRT) for Gambling Harm: A Mixed-methods Acceptability Study. 赌博危害的电子筛查、短暂干预和转诊治疗(e-SBIRT):一项混合方法可接受性研究。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-09-05 DOI: 10.1007/s10899-025-10424-9
Simon Wright, Jessica Smith, Glen Dighton, Martyn Quigley, Simon Dymond

Gambling harm is a significant public health burden, yet treatment uptake is low. Electronic screening, brief intervention, and referral to treatment (e-SBIRT) programmes have potential to increase uptake and improve treatment outcomes. However, no studies to date have investigated e-SBIRT in the context of gambling. We conducted a single-arm mixed-methods study of acceptability of e-SBIRT for gambling. Quantitative acceptability was indicated by users' perceived satisfaction, impact and helpfulness of the e-SBIRT. Qualitative acceptability was explored using semi-structured interviews. Participants (n = 63), pre-screened for gambling severity, reported high levels of satisfaction with the e-SBIRT, found it helpful, and were more likely to seek treatment. Participants with higher gambling severity scores found the e-SBIRT more acceptable and were more likely to seek treatment following the intervention. Qualitative feedback (n = 7) supported the e-SBIRT's acceptability. The present findings support the acceptability of e-SBIRT for gambling. Further research is required to refine the intervention and examine its effectiveness with those with gambling harm.

赌博危害是一个重大的公共卫生负担,但接受治疗的情况很低。电子筛查、短暂干预和转诊治疗(e-SBIRT)方案有可能增加吸收和改善治疗结果。然而,迄今为止还没有研究在赌博的背景下调查e-SBIRT。我们进行了一项单臂混合方法的研究,研究电子赌博的可接受性。定量可接受性以用户感知满意度、影响和帮助度为指标。使用半结构化访谈探讨定性可接受性。参与者(n = 63),预先筛选了赌博严重程度,报告了对e-SBIRT的高满意度,发现它有帮助,并且更有可能寻求治疗。赌博严重程度得分较高的参与者更容易接受e-SBIRT,并且更有可能在干预后寻求治疗。定性反馈(n = 7)支持e-SBIRT的可接受性。目前的研究结果支持电子赌博的可接受性。需要进一步的研究来完善干预措施,并检查其对赌博伤害的有效性。
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引用次数: 0
Links Between Gambling and Academic Performance Among Undergraduate College Students: A Scoping Review. 大学生赌博与学业成绩的关系:一项范围审查。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-10-23 DOI: 10.1007/s10899-025-10440-9
Hannah K Allen, Tonya Knight, Becky Hall, Melissa Dennis

Gambling among young people is a growing public health concern, particularly as gambling becomes more accessible through changing policy and increased online gambling platforms. College students are a high-risk population for problem gambling, yet limited research has synthesized evidence on its academic implications. This scoping review examined the association between gambling behavior and academic performance among undergraduate college students in order to summarize findings, identify methodological patterns, and highlight gaps to inform future research. Eligible studies included peer-reviewed, empirical research that quantitatively assessed the relationship between gambling and academic performance (i.e., grades) among undergraduate college students worldwide. Thirteen studies met the inclusion criteria and were included in the review. The majority of studies found a negative association between gambling and academic performance in college, with both general gambling behavior and pathological gambling consistently linked to lower grade point average (GPA). There is a vital need for updated research in the context of a rapidly changing gambling landscape, as the majority of studies in this review were over ten years old. To address methodological limitations of existing research on the relationship between gambling and academic performance among college students, future research should prioritize longitudinal data collection, standardized measures of gambling behavior, and the use of rigorous statistical methods that account for potential covariates. Gambling may impair academic performance in college students, and additional research is needed to better understand this relationship and inform campus-based prevention, harm reduction, and treatment strategies to bolster student success.

年轻人中的赌博是一个日益严重的公共卫生问题,特别是随着政策的改变和在线赌博平台的增加,赌博变得更容易获得。大学生是问题赌博的高危人群,但有关其学术意义的综合证据研究有限。本研究考察了大学生赌博行为与学业成绩之间的关系,以总结研究结果,确定方法模式,并突出差距,为未来的研究提供信息。符合条件的研究包括同行评审的实证研究,这些研究定量评估了赌博与全球本科生学业成绩(即成绩)之间的关系。13项研究符合纳入标准并被纳入本综述。大多数研究发现赌博与大学学业成绩之间存在负相关,一般赌博行为和病态赌博行为都与较低的平均绩点(GPA)有关。在快速变化的赌博环境中,迫切需要更新研究,因为本综述中的大多数研究都是十多年前的。为了解决现有关于大学生赌博与学业表现关系的研究方法的局限性,未来的研究应优先考虑纵向数据收集,赌博行为的标准化测量,以及使用严格的统计方法来解释潜在的协变量。赌博可能会损害大学生的学习成绩,需要进一步的研究来更好地理解这种关系,并为校园预防、减少伤害和治疗策略提供信息,以促进学生的成功。
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引用次数: 0
Derived Relations and Attentional Bias for Near-Misses in Slot Machines. 老虎机中未遂事件的推导关系和注意偏差。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-08-01 DOI: 10.1007/s10899-025-10420-z
Leigh D Grant, Steve Provost

This study investigates the influence of derived relations on attentional bias toward near-misses in slot machine gambling, expanding on the consistent findings of the effect in gambling research. We aimed to replicate earlier findings by examining how learning to associate near-misses with a "loss" affects attentional bias to gambling-related stimuli. The study employed an experimental design in which 24 recreational gamblers were randomly assigned to one of two conditions in a relational training task: one group was trained to associate near-misses with the concept of "loss," the other with "almost." Participants engaged in a simulated slot machine game while their eye movements were tracked from which attentional bias for near-miss slot-machine outcomes was derived from eye-tracking data. The results revealed that participants who learned to associate near-misses with "loss" exhibited a significant reduction in their attentional bias for near-miss outcomes compared to those who learned to associate near-misses as being an "almost" gambling result. These findings further support problem gambling research indicating that near-misses are a potent event capable of capturing and maintaining attention, aligning with cognitive bias theories in gambling. Moreover, the study provides additional support for incentive-sensitization theory and suggests potential applications for targeted interventions in gambling disorders.

本研究探讨了派生关系对老虎机赌博中对险些失误的注意偏差的影响,扩展了赌博研究中一致的结果。我们的目的是通过研究如何将侥幸与“损失”联系起来的学习影响对赌博相关刺激的注意偏向来复制早期的发现。这项研究采用了一种实验设计,在一项关系训练任务中,24名休闲赌徒被随机分配到两种情况中的一种:一组被训练将险些失败与“损失”概念联系起来,另一组则与“几乎”概念联系起来。参与者参与模拟老虎机游戏,同时跟踪他们的眼球运动,从眼球追踪数据中得出老虎机差点失败的注意偏差。结果显示,与那些学会将差一点与“损失”联系起来的参与者相比,那些学会将差一点与“几乎”赌博结果联系起来的参与者,他们对差一点结果的注意偏差明显减少。这些发现进一步支持了问题赌博研究,表明未遂事件是一个能够捕获和保持注意力的有效事件,与赌博中的认知偏差理论一致。此外,该研究为激励-敏感化理论提供了额外的支持,并提出了有针对性干预赌博障碍的潜在应用。
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引用次数: 0
Beyond Sports Betting Legalization: Comparing Problem Gambling Risk Patterns in Legal and Illegal States. 超越体育博彩合法化:比较合法和非法国家的问题赌博风险模式。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-04-30 DOI: 10.1007/s10899-025-10390-2
Tiange Xu, Joshua B Grubbs, Shane W Kraus

The 2018 Supreme Court decision allowing state-level sports betting legalization in the United States has raised concerns about its impact on problem gambling risk. This study examined whether legal status predicts problem gambling severity scores while adjusting for demographic characteristics. Data were collected in March-April 2022 from sports bettors in states with legal (n = 974) and illegal (n = 307) sports betting, using the Problem Gambling Severity Index to assess risk levels. While legal status did not significantly predict problem gambling risk, demographic factors emerged as crucial predictors. Age and education consistently predicted risk across both regulatory contexts, with younger bettors and those with lower education showing greater vulnerability. However, other demographic patterns varied by context: females demonstrated higher risk in illegal states while no gender differences emerged in legal states, and single status predicted elevated risk only in legal jurisdictions. These findings indicate that sports betting policy considerations should extend beyond the simple decision to legalize or prohibit, to consider context-specific interventions based on demographic vulnerabilities.

2018年美国最高法院允许州一级体育博彩合法化的决定引发了人们对其对问题赌博风险的影响的担忧。本研究考察了在调整人口特征的同时,合法身份是否能预测问题赌博严重程度得分。数据收集于2022年3月至4月,来自合法(n = 974)和非法(n = 307)体育博彩州的体育投注者,使用问题赌博严重性指数评估风险水平。虽然合法身份不能显著预测问题赌博风险,但人口因素成为关键的预测因素。年龄和受教育程度在两种监管背景下都一致地预测了风险,年轻的赌客和受教育程度较低的赌客表现出更大的脆弱性。然而,其他人口统计模式因环境而异:女性在非法国家表现出更高的风险,而在合法国家没有出现性别差异,单身状态仅在合法司法管辖区预测风险升高。这些研究结果表明,体育博彩政策的考虑应超越合法化或禁止的简单决定,考虑基于人口脆弱性的具体情况干预措施。
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引用次数: 0
Financial Literacy and Gambling Behaviour: A Systematic Review. 金融知识和赌博行为:系统回顾。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-09-29 DOI: 10.1007/s10899-025-10426-7
Fiona O'Connor, Nicola Ivory

Low financial literacy may contribute to poor financial decision-making and has been investigated as a potential risk factor for problematic gambling. This systematic review examined the association between financial literacy and gambling. PsycInfo, Academic Search Complete, CINAHL, Psychology and Behavioural Sciences Collection, SocIndex, Web of Science Core Collection, Scopus, and Proquest Psychology databases were searched for peer-reviewed empirical studies published in English, reporting on the association between financial literacy and gambling frequency and/or problems. 115 studies were retrieved with nine meeting the inclusion criteria. Most studies measured objective financial knowledge (e.g., Big 3 or Big 5), however a few measured subjective confidence in financial matters or both. Sample sizes ranged from a few hundred to tens of thousands. Most studies assessed frequency of gambling as their gambling outcome. Only one study employed a comprehensive measure of problematic gambling behaviour. Financial literacy was generally negatively associated with gambling, although one study reported a positive association. Findings of this review suggest increased financial literacy may be associated with reduced gambling frequency, highlighting potential for financial literacy education interventions to reduce gambling-related harms. However, this conclusion derives from only a handful of cross-sectional studies that are at times limited by incomplete or imprecise reporting, the use of brief financial literacy measures, and a lack of focus on gambling problems in addition to gambling frequency. Further research overcoming these limitations is needed to strengthen confidence in these conclusions.

低金融知识水平可能会导致糟糕的财务决策,并已被调查为问题赌博的潜在风险因素。这篇系统的综述研究了金融知识和赌博之间的关系。我们检索了PsycInfo、Academic Search Complete、CINAHL、心理学和行为科学合集、SocIndex、Web of Science核心合集、Scopus和Proquest Psychology数据库,检索了发表在英文的同行评审的实证研究,这些研究报告了金融素养与赌博频率和/或问题之间的关系。纳入115项研究,其中9项符合纳入标准。大多数研究衡量的是客观的金融知识(例如,三大或五大),然而,少数研究衡量的是对金融事务的主观信心,或者两者兼而有之。样本量从几百到几万不等。大多数研究评估赌博频率作为赌博结果。只有一项研究对有问题的赌博行为进行了全面测量。金融知识通常与赌博呈负相关,尽管一项研究报告了正相关。本综述的研究结果表明,提高金融素养可能与减少赌博频率有关,强调了金融素养教育干预措施减少赌博相关危害的潜力。然而,这一结论仅来自少数横断面研究,这些研究有时受到不完整或不精确报告的限制,使用简短的金融素养措施,以及除了赌博频率之外缺乏对赌博问题的关注。需要进一步的研究来克服这些局限性,以加强对这些结论的信心。
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引用次数: 0
Accessing Responsible Gambling Information from Casinos: Two Secret Shopper Studies. 从赌场获取负责任的赌博信息:两个秘密购物者研究。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-05-24 DOI: 10.1007/s10899-025-10396-w
Brianna Morelli, Margaret Anne Gunnigle, Lilia M Russell, Chance V Dow, Julia G Schuetze, Meredith K Ginley, James P Whelan, Rory A Pfund

Although responsible gambling (RG) programs are prevalent as they are legally required in many jurisdictions and are commonly found as part of corporate social responsibility policies, consumers report barriers to and limited employee knowledge about RG resources. Using a secret shopper methodology, two studies explored the accessibility of information about casino RG programs. The two studies sampled all seven casinos located within a southeast United States metropolitan area of 1.3 million people. Study 1 involved contacting each casino by telephone and requesting information from customer services representatives (n = 12), and Study 2 involved visiting casinos in person and requesting information from on-casino floor employees (n = 6), off-casino floor employees (n = 7), and security personnel (n = 7). The information requested through both modalities included (1) general information about RG, (2) the presence of RG resources both in-casino and online, and (3) directions to find RG resources in-casino and online. Study 1 indicated that the accessibility of RG information was unreliable via the telephone. Study 2 indicated that casino employees provided information about RG and in-casino materials but inconsistently provided information about online RG resources. These two studies suggested that casinos could not reliably provide comprehensive RG information. This finding suggests a greater need for governments to hold operators accountable for offering RG programs and for operators to better adhere to corporate social responsibility commitments.

尽管负责任赌博(RG)计划很普遍,因为它们在许多司法管辖区都是法律要求的,通常被视为企业社会责任政策的一部分,但消费者报告说,员工对RG资源的了解有限,也存在障碍。使用秘密购物者方法,两项研究探讨了赌场RG计划信息的可访问性。这两项研究对位于美国东南部一个拥有130万人口的大都市地区的所有七家赌场进行了抽样调查。研究1涉及通过电话联系每个赌场并向客户服务代表询问信息(n = 12),研究2涉及亲自访问赌场并向赌场内员工(n = 6),赌场外员工(n = 7)和保安人员(n = 7)询问信息。通过这两种方式要求的信息包括(1)关于RG的一般信息,(2)赌场内和网上RG资源的存在,以及(3)在赌场内和网上找到RG资源的方向。研究1表明,通过电话获取RG信息不可靠。研究2表明,赌场员工提供了关于RG和赌场内材料的信息,但不一致地提供了在线RG资源的信息。这两项研究表明,赌场不能可靠地提供全面的RG信息。这一发现表明,政府更需要让运营商对提供RG项目负责,并要求运营商更好地遵守企业社会责任承诺。
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引用次数: 0
Across the Bettor-Verse: an Open Banking Perspective on Gambling in the United Kingdom. 跨越赌博者的世界:一个开放的银行业对英国赌博的看法。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-08-05 DOI: 10.1007/s10899-025-10419-6
Kasra Ghaharian, Jay Peterson, Mana Azizsoltani, Richard J Young, Eric R Louderback

Open banking provides an opportunity to leverage bank transaction data to support gambling harm prevention by providing an objective and comprehensive view of individuals' gambling activities. In this study, we present a large-scale descriptive analysis of gambling transaction activity from an open banking dataset, representing a sample of 1,030,788 users of a credit scoring service in the UK for 2022. The median gambler (n = 650,502) transacted with 2 merchants, made 14 deposits, had a typical debit of £10.00, a net loss of £95.00, and deposited 0.53% of income. Consistent with prior gambling literature, our analyses revealed small groups of gamblers (i.e., about 3%) who displayed disproportionately higher gambling activity based on their frequency of debits, total amount debited, and net loss. Males and younger people were more likely to fall into these high-involvement groups, and group members transacted with significantly more gambling merchants (5 to 6 merchants vs. the median of 2). This study establishes a baseline census of gambling activity from open banking data, offering insights to inform researchers and policymakers about opportunities for harm prevention.

开放银行提供了一个机会,通过提供客观和全面的个人赌博活动视图,利用银行交易数据来支持赌博危害预防。在这项研究中,我们对开放银行数据集的赌博交易活动进行了大规模的描述性分析,代表了2022年英国信用评分服务的1,030,788名用户的样本。中位赌徒(n = 650,502)与2个商家进行交易,进行14次存款,典型的借方为10英镑,净损失为95英镑,存款占收入的0.53%。与先前的赌博文献一致,我们的分析显示,根据借方频率、借方总额和净损失,一小群赌徒(即约3%)表现出不成比例的更高的赌博活动。男性和年轻人更有可能属于这些高参与度群体,并且该群体成员与更多的赌博商人进行交易(5至6个商人vs.中位数2)。本研究从开放的银行数据中建立了赌博活动的基线普查,为研究人员和政策制定者提供了预防伤害的机会。
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引用次数: 0
Multidimensional Loss Chasing among Online Gamblers: Assessing Optimized Thresholds for the Prediction of Gambling Harm. 在线赌客的多维损失追逐:评估赌博危害预测的优化阈值。
IF 2.2 3区 心理学 Q2 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2025-12-01 Epub Date: 2025-05-10 DOI: 10.1007/s10899-025-10391-1
Timothy C Edson, Eric R Louderback, Matthew A Tom, Debi A LaPlante

Loss chasing is a defining clinical criterion for Gambling Disorder. Using actual player records, we investigated the potential for a multidimensional loss chasing concept (based on bet size, betting odds, and time between bets) to predict potential gambling harm among online sports bettors (N = 36,331) and daily fantasy sports (DFS) players (N = 34,596). Our main focus was whether optimized thresholds (derived from ROC analysis) for loss chasing yielded greater predictive value than both median-derived thresholds and a natural continuous form. Compared to the other tested forms of chasing, optimized thresholds of loss chasing showed the most promise (i.e., positive and statistically significant effects and improved model fit) for two out of three dimensions (i.e., bet size and odds) for one outcome (i.e., loss trajectory) among sports bettors. For these bettors and outcomes, all three loss chasing dimensions predicted the outcome in isolation; however, grouping all three expressions into a single model yielded poor model fit. Loss chasing effects were less apparent (generally non-significant or in the negative direction) for another outcome (i.e., percent change in net loss) and among DFS players. Still, this study demonstrates the promise of a multidimensional concept of loss chasing, and the potential for optimized thresholds to improve prediction of potential harm-related outcomes.

追逐损失是赌博障碍的临床诊断标准。使用实际玩家记录,我们研究了多维损失追逐概念(基于下注大小,投注赔率和投注间隔时间)的潜力,以预测在线体育投注者(N = 36,331)和日常梦幻体育(DFS)玩家(N = 34,596)的潜在赌博危害。我们的主要焦点是损失追踪的优化阈值(来自ROC分析)是否比中位数衍生阈值和自然连续形式产生更大的预测价值。与其他被测试的追逐形式相比,优化的追逐损失阈值在体育投注者中对一个结果(即损失轨迹)的三个维度(即下注大小和赔率)中的两个维度(即下注大小和赔率)显示出最大的希望(即积极和统计显著的影响和改进的模型拟合)。对于这些下注者和结果,所有三个追逐损失的维度都单独预测了结果;但是,将所有三个表达式分组到一个模型中会产生较差的模型拟合。对于另一个结果(即净损失的百分比变化)和DFS参与者,损失追逐效应不太明显(通常不显著或呈负方向)。尽管如此,这项研究证明了多维损失追偿概念的前景,以及优化阈值的潜力,以提高对潜在危害相关结果的预测。
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引用次数: 0
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Journal of Gambling Studies
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