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A Narrative Review of the Pathophysiology and Treatment of Methamphetamine-Associated Psychosis 甲基苯丙胺相关精神病的病理生理学和治疗综述
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-14 DOI: 10.1007/s11469-024-01323-y
Peter Stacy, Jenna Frantz, Genevieve Miller, Brian Merrill, Danielle Gainer

The evaluation and management of methamphetamine-associated psychosis (MAP) is an area of study with a paucity of large-scale, longitudinal data. Methamphetamine use has soared in popularity worldwide in the past decade, leading to a surge in individuals experiencing its neurotoxic effects. Current evidence suggests that methamphetamine causes neurodegeneration and psychosis through VMAT2 inhibition which raises dopamine and GABA levels in the brain’s dopaminergic pathways, leading to oxidative stress and inflammation. Differentiating MAP from primary psychotic disorders is challenging; high rates of persistent psychosis leading to a diagnosis of primary psychotic disorder and an absence of an etiologic differentiation amongst the DSM-5 diagnostic criteria further complicate the diagnostic process. Once a diagnosis of methamphetamine-associated psychosis is made, benzodiazepines have been shown to provide temporary relief; in addition, depending on the severity and impact of psychotic symptoms, antipsychotics may be indicated both short and long terms for ongoing symptom management. Robust data for these treatments is limited and primarily draws on animal studies or case reports. Further research is needed to codify MAP treatment standards of care.

甲基苯丙胺相关精神病(MAP)的评估和管理是一个缺乏大规模纵向数据的研究领域。在过去的十年中,甲基苯丙胺的使用在全球范围内激增,导致遭受其神经毒性影响的人数激增。目前的证据表明,甲基苯丙胺通过抑制 VMAT2,提高大脑多巴胺能通路中的多巴胺和 GABA 水平,导致氧化应激和炎症,从而引起神经变性和精神病。将 MAP 与原发性精神障碍区分开来具有挑战性;导致原发性精神障碍诊断的持续性精神病发生率很高,而且 DSM-5 诊断标准中缺乏病因学区分,这使得诊断过程更加复杂。一旦确诊为甲基苯丙胺相关性精神病,苯二氮卓类药物可暂时缓解症状;此外,根据精神病症状的严重程度和影响,抗精神病药物可能适用于短期和长期的持续症状管理。有关这些治疗方法的可靠数据十分有限,主要来自动物实验或病例报告。还需要进一步研究,以编纂 MAP 治疗标准。
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引用次数: 0
The Effects of Acculturative Stress on Depression in Adolescents from Multicultural Families: The Moderated Mediating Effect of Ethnic Identity Through Body Dissatisfaction 多元文化家庭青少年的文化适应压力对抑郁症的影响:通过身体不满意度调节民族认同的中介效应
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-14 DOI: 10.1007/s11469-024-01329-6
Jang Jun-Hyeok, Bae Sung-Man

This study examined the mediated moderating effect of ethnic identity through associated body dissatisfaction on the relationship between acculturative stress and depression. Data from the sixth year of the Multicultural Adolescents Panel Survey conducted by the National Youth Policy Institute were used for analysis. The participants were 424 multicultural adolescents (218 boys, 206 girls; mean age = 14.99 years, SD = 0.33). Data were analyzed using SPSS Statistics 27 and PROCESS Macro 4.2, AMOS22. The results showed that body dissatisfaction partially mediated the relationship between acculturative stress and depression. Further, ethnic identity significantly moderated the relationship between acculturative stress and bodily dissatisfaction. Finally, the moderated mediating effect of ethnic identity on depression, through the effect of acculturative stress on body dissatisfaction, was significant. These results suggest that efforts to improve ethnic identity are needed to prevent depression in multicultural adolescents.

本研究探讨了种族认同通过相关的身体不满意度对文化适应压力和抑郁之间关系的中介调节作用。研究采用了美国国家青年政策研究所(National Youth Policy Institute)开展的第六年多元文化青少年小组调查的数据进行分析。参与者为 424 名多元文化青少年(男孩 218 人,女孩 206 人;平均年龄 = 14.99 岁,SD = 0.33)。数据使用 SPSS 统计软件 27 和 PROCESS Macro 4.2、AMOS22 进行分析。结果显示,身体不满意在一定程度上调节了文化适应压力与抑郁之间的关系。此外,种族认同在很大程度上调节了文化适应压力与身体不满意之间的关系。最后,通过文化适应压力对身体不满意度的影响,种族认同对抑郁的调节中介效应是显著的。这些结果表明,要预防多元文化青少年的抑郁症,需要努力提高他们的种族认同感。
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引用次数: 0
Removing Stigmatizing Language in Self-Reports: Effects on Psychometric Properties and Respondent Beliefs 删除自我报告中的污名化语言:对心理测量特性和受访者信念的影响
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-14 DOI: 10.1007/s11469-024-01298-w
Bryant M. Stone

Stigma facilitates negative outcomes for those with substance use disorders (SUDs), such as restricted healthcare access, job loss, and social ostracization. Many professionals advocate for reducing stigmatizing language in their conduct. However, there remains a notable degree of stigmatizing language in self-report measures. Thus, I aimed to examine psychometric changes from replacing stigmatizing language in self-report measures and test if these changes affect the respondents’ stigmatizing beliefs. I conducted a randomly assigned double-masked experiment with undergraduates (n = 125; Mage = 19.18, SD = 1.05; 62% female; 58% White), Reddit users (n = 224; Mage = 31.28, SD = 9.21; 58% male; 82% White), and Buddhist Recovery Network members (n = 136; Mage = 50.48, SD = 11.50; 61% male; 94% White). The participants completed either the original version of the Addictions Belief Inventory consisting of stigmatizing terms (e.g., drug abuser) or a modified version consisting of non-stigmatizing terms (e.g., those with SUDs). I found no changes to the psychometric properties when I compared the factor structures, distributions, and construct validities. There was a minor reduction in one subscale’s internal consistency and a large change in the mean scores, which varied by sample type. Removing stigmatizing language did not change the measure’s psychometric properties notably. However, I found that removing stigmatizing language reduces stigmatizing beliefs and that this reduction was substantial, especially for those who have no history of SUDs, such as some undergraduates or Reddit users. These findings support an ongoing effort to reduce stigmatizing language among professionals and academics.

污名化助长了药物使用失调症(SUDs)患者的负面结果,如限制医疗服务、失业和社会排斥。许多专业人士提倡在行为中减少污名化语言。然而,在自我报告测量中仍然存在相当程度的鄙视性语言。因此,我的目的是研究在自我报告测量中替换鄙视性语言所带来的心理测量变化,并测试这些变化是否会影响受访者的鄙视信念。我对本科生(n = 125;Mage = 19.18,SD = 1.05;62% 为女性;58% 为白人)、Reddit 用户(n = 224;Mage = 31.28,SD = 9.21;58% 为男性;82% 为白人)和佛教康复网络成员(n = 136;Mage = 50.48,SD = 11.50;61% 为男性;94% 为白人)进行了随机分配的双掩蔽实验。参与者完成了由污名化术语(如吸毒者)组成的原版成瘾信念量表,或由非污名化术语(如患有 SUDs 者)组成的修订版成瘾信念量表。在比较因子结构、分布和结构效度时,我发现心理测量特性没有变化。一个子量表的内部一致性略有下降,平均分则有较大变化,但因样本类型而异。删除污名化语言并没有明显改变测量的心理测量特性。不过,我发现去除鄙视性语言会降低鄙视性信念,而且这种降低幅度很大,尤其是对于那些没有 SUD 病史的人,如一些大学生或 Reddit 用户。这些发现支持在专业人士和学者中减少鄙视性语言的持续努力。
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引用次数: 0
Psychologically Traumatic Birth: Associations with Increased Drinking and Delayed Risk of Alcohol Harm in Mothers 心理创伤性分娩:母亲饮酒量增加与延迟酒精伤害风险的关系
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-10 DOI: 10.1007/s11469-024-01302-3
Andrew Jones, Sally Hunt, Abigail K. Rose

Background

Experience of trauma is a risk factor for increased alcohol use. Childbirth can be psychologically traumatic but there is minimal research investigating whether psychological birth trauma (PBT) is a risk factor for increased maternal drinking or what factors are associated with alcohol use in mothers who have and who have not experienced PBT.

Method

An online observational survey of mothers with (n = 291) and without (n = 230) experience of PBT. Participants self-reported alcohol use and completed measures of alcohol harm, drinking motives, trauma (general and birth related) and mental health. Free text options were included to complement quantitative data.

Results

Irrespective of PBT status, stronger endorsement of negative reinforcement drinking motives (e.g. coping) predicted higher alcohol use and hazardous drinking. However, children’s age influenced this relationship. In mothers with a history of PBT, negative reinforcement drinking motives predicted weekly alcohol use and alcohol harm as their children grew older. In mothers without PBT, positive reinforcement drinking motives predicted greater weekly alcohol use as children grew older, but negative drinking motives predicted reduced drinking. Multiple aspects of the parental role influenced drinking (e.g. coping-based motives) and non-drinking (e.g. child well-being motives) behaviour. Changes in motives from pre-motherhood to motherhood focused around a shift from positive to negative reinforcement drinking motives. Mothers with PBT reported mental health symptoms as both a reason to drink and not to drink alcohol.

Conclusion

This study provides novel evidence on maternal alcohol use, and how PBT may influence drinking behaviour in mothers. Importantly, PBT may be a type of trauma which is associated with a delayed risk for maladaptive alcohol use and risk of alcohol harm. This evidence can facilitate more research aimed at understanding this important public health issue and can inform alcohol interventions tailored to the needs of mothers which consider the long-lasting impact of birth experience.

背景经历创伤是导致酗酒增加的一个风险因素。分娩可能会造成心理创伤,但很少有研究调查分娩心理创伤(PBT)是否是导致产妇饮酒增加的风险因素,或者有和没有分娩心理创伤经历的产妇饮酒与哪些因素有关。参与者自我报告了饮酒情况,并完成了酒精伤害、饮酒动机、创伤(一般创伤和与分娩有关的创伤)和心理健康的测量。结果无论是否经历过 PBT,较强的负强化饮酒动机(如应对)预示着较高的酒精使用率和危险饮酒。然而,儿童的年龄影响了这种关系。在有 PBT 史的母亲中,随着孩子年龄的增长,负强化饮酒动机预示着每周的饮酒量和酒精伤害。在没有 PBT 的母亲中,随着孩子年龄的增长,正强化饮酒动机预示着每周饮酒量的增加,而负强化饮酒动机则预示着饮酒量的减少。父母角色的多个方面影响着饮酒(如基于应对的动机)和不饮酒(如儿童福利动机)行为。从为人母前到为人母后,饮酒动机的变化主要是饮酒动机从正强化到负强化的转变。结论:本研究提供了有关母亲饮酒以及 PBT 如何影响母亲饮酒行为的新证据。重要的是,PBT 可能是一种与不适应性饮酒的延迟风险和酒精伤害风险相关的创伤。这些证据有助于开展更多的研究,以了解这一重要的公共卫生问题,并为考虑到分娩经历的长期影响、针对母亲需求的酒精干预措施提供依据。
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引用次数: 0
A Network Analysis of the Internet Gaming Disorder Scale–Short-Form (IGDS9-SF): An Intercontinental Large-Scale Study 网络游戏障碍量表-简表(IGDS9-SF)的网络分析:洲际大规模研究
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-10 DOI: 10.1007/s11469-024-01320-1
Oscar Lecuona, Chung-Ying Lin, Christian Montag, Halley M. Pontes, Amir H. Pakpour

The present study aimed to use a novel method (i.e., network analysis) to examine if the Internet Gaming Disorder Scale–Short-Form (IGDS9-SF) has its unidimensional structure supported across different subgroups, including gender groups, continent groups, and age groups. Participants from five continents (n = 545 in Africa; n = 27,910 in Americas; n = 4640 in Asia; n = 88,835 in Europe; and n = 1633 in Oceania) completed the IGDS9-SF. The IGDS9-SF items showed a positively correlated network with moderate-to-high predictability (mean of R2 = 0.338, SD = 0.068). Moreover, the network analysis results suggested that the IGDS9-SF is very likely to have a one-factor model. This one-factor model was further found to be invariant across gender groups (men vs. women), continent groups (Africa, Americas, Asian, Europe, and Oceania), and age groups (minor aged under 18 years, young adults aged between 18 and 30 years, and adults aged 30 years or above).

本研究旨在使用一种新颖的方法(即网络分析)来检验网络游戏障碍量表-简表(IGDS9-SF)的单维结构是否在不同的亚组(包括性别组、大洲组和年龄组)中得到支持。来自五大洲的参与者(非洲 545 人;美洲 27910 人;亚洲 4640 人;欧洲 88835 人;大洋洲 1633 人)完成了 IGDS9-SF 测试。IGDS9-SF 项目显示了一个正相关的网络,具有中高预测性(R2 平均值 = 0.338,SD = 0.068)。此外,网络分析结果表明,IGDS9-SF 很可能是一个单因素模型。该单因素模型在不同性别组(男性与女性)、不同大洲组(非洲、美洲、亚洲、欧洲和大洋洲)和不同年龄组(18 岁以下未成年人、18 岁至 30 岁的青壮年和 30 岁或以上的成年人)之间都是不变的。
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引用次数: 0
Spanish Adaptation and Psychometric Properties of the Protective Behavioral Strategies for Marijuana Scale: The Protective Behavioral Strategies for Cannabis Scale (S-PBSC) 大麻保护行为策略量表的西班牙文适应性和心理计量特性:大麻保护行为策略量表(S-PBSC)
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-09 DOI: 10.1007/s11469-024-01311-2
Manuel Sanchez-Garcia, José Carmona-Márquez, Adrian J. Bravo, Fermín Fernández-Calderón

The Protective Behavioral Strategies for Marijuana scale (PBSM) was initially developed using samples of university students in USA. A community sample of Spanish young adults was recruited to provide the Spanish full-length and short versions of the Protective Behavioral Strategies for Cannabis use (S-PBSC; S-PBSC-SF). We followed a rigorous item-selection process to select the most relevant items from the original 50-item pool developed by Pedersen et al. (2016), on the basis of evidence of reliability, evidence of validity according to the internal structure (factor loadings, invariance across genders and university status, and differential item functioning [DIF]), and evidence of validity based on the relationships between S-PBSC scores and cannabis outcomes. Our findings support a 31-item unidimensional measure and a 13-item short form with excellent fit and internal consistency, invariant across genders and college status and free of DIF. Both the S-PBSC and S-PBSC-SF scores were associated with reduced cannabis use and consequences.

大麻使用保护行为策略量表(PBSM)最初是通过美国大学生样本开发的。我们招募了一个西班牙年轻成年人社区样本,以提供西班牙语的大麻使用保护行为策略量表(S-PBSC;S-PBSC-SF)的完整版和简短版。我们遵循严格的项目选择流程,从 Pedersen 等人(2016 年)开发的原始 50 个项目库中挑选出最相关的项目,其依据是可靠性证据、内部结构的有效性证据(因子载荷、跨性别和大学状况的不变量以及差异项目功能 [DIF]),以及 S-PBSC 分数与大麻结果之间关系的有效性证据。我们的研究结果表明,31 个项目的单维测量和 13 个项目的简表具有极佳的拟合度和内部一致性,在不同性别和大学状况之间不存在差异,也不存在 DIF。S-PBSC和S-PBSC-SF得分都与大麻使用和后果的减少有关。
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引用次数: 0
Cross-Cultural Insights from Two Global Mental Health Studies: Self-Enhancement and Ingroup Biases 两项全球心理健康研究的跨文化启示:自我提升和同类偏见
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-08 DOI: 10.1007/s11469-024-01307-y
Yasuhiro Kotera, Amy Ronaldson, Daniel Hayes, Holly Hunter-Brown, Merly McPhilbin, Danielle Dunnett, Tesnime Jebara, Simran Takhi, Takahiko Masuda, Elizabeth Camacho, Ioannis Bakolis, Julie Repper, Sara Meddings, Vicky Stergiopoulos, Lisa Brophy, Clara De Ruysscher, Michail Okoliyski, Petra Kubinová, Lene Eplov, Charlotte Toernes, Dagmar Narusson, Aurélie Tinland, Bernd Puschner, Ramona Hiltensperger, Fabio Lucchi, Yuki Miyamoto, Stynke Castelein, Marit Borg, Trude Gøril Klevan, Roger Tan Boon Meng, Chatdanai Sornchai, Kruawon Tiengtom, Marianne Farkas, Hannah Moreland Jones, Edith Moore, Ann Butler, Richard Mpango, Samson Tse, Zsuzsa Kondor, Michael Ryan, Gianfranco Zuaboni, Dan Elton, Jason Grant-Rowles, Rebecca McNaughton, Claire Harcla, Wouter Vanderplasschen, Simone Arbour, Denise Silverstone, Ulrika Bejerholm, Candice Powell, Susana Ochoa, Mar Garcia-Franco, Jonna Tolonen, Caroline Yeo, Ashleigh Charles, Jessica Jepps, Adelabu Simpson, Vanessa Kellermann, Olamide Todowe..

This commentary highlights two cross-cultural issues identified from our global mental health (GMH) research, RECOLLECT (Recovery Colleges Characterisation and Testing) 2: self-enhancement and ingroup biases. Self-enhancement is a tendency to maintain and express unrealistically positive self-views. Ingroup biases are differences in one’s evaluation of others belonging to the same social group. These biases are discussed in the context of GMH research using self-report measures across cultures. GMH, a field evolving since its Lancet series introduction in 2007, aims to advance mental health equity and human rights. Despite a 16.5-fold increase in annual GMH studies from 2007 to 2016, cross-cultural understanding remains underdeveloped. We discuss the impact of individualism versus collectivism on self-enhancement and ingroup biases. GMH research using concepts, outcomes, and methods aligned with individualism may give advantages to people and services oriented to individualism. GMH research needs to address these biases arising from cross-cultural differences to achieve its aim.

这篇评论强调了我们的全球心理健康(GMH)研究--RECOLLECT(康复学院特征描述与测试)2--中发现的两个跨文化问题:自我提升和群体内偏见。自我提升是一种保持和表达不切实际的积极自我观点的倾向。群体内偏见是指一个人对属于同一社会群体的其他人的评价存在差异。这些偏见将在使用跨文化自我报告测量方法的全球心理健康研究中加以讨论。自 2007 年《柳叶刀》丛书推出以来,全球心理健康研究领域不断发展,旨在促进心理健康公平和人权。尽管从 2007 年到 2016 年,每年的全球心理健康研究增加了 16.5 倍,但对跨文化的了解仍然不足。我们讨论了个人主义与集体主义对自我提升和内群体偏见的影响。使用与个人主义相一致的概念、结果和方法进行全球心理健康研究,可能会给以个人主义为导向的人和服务带来优势。全球心理健康研究需要解决跨文化差异带来的这些偏见,以实现其目标。
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引用次数: 0
Navigating the “Psychedelic Renaissance”: From Research to Reality 引领 "迷幻文艺复兴":从研究到现实
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-08 DOI: 10.1007/s11469-024-01288-y
Doris Payer, Sukhpreet Klaire, Dominique Morisano, Mary Bartram, Monnica Williams, Brian Rush

The field of psychedelics is in an important era, with a significant focus on the potential role of psychedelic compounds in the treatment of mental health and substance use disorders. In 2022, a scientific research conference was held in Toronto to bring together stakeholders from a variety of disciplines and to promote dialogue and collaboration. This Special Issue includes 8 papers based on presentations from the conference, which showcase the breadth of topics that were brought forward. Included are both quantitative and qualitative works, as well as two letters to the editors which further advance these important conversations. These articles not only present the current state of research into psychedelics, but also present viewpoints about their impacts on underrepresented communities, the need to recognize the history of these compounds that extends beyond this new Western “renaissance,” and the complexities of integrating psychedelics into mainstream medicine. This Special Issue serves as both an exploration of a much-discussed topic and a reminder that collaboration can advance the field in order to harness its potential impact.

迷幻剂领域正处于一个重要的时代,迷幻剂化合物在治疗心理健康和药物使用障碍方面的潜在作用受到了极大关注。2022 年,在多伦多召开了一次科学研究会议,来自不同学科的相关人士汇聚一堂,促进对话与合作。本特刊收录了会议发言中的 8 篇论文,展示了会议提出的广泛议题。其中既有定量研究,也有定性研究,还有两封致编辑的信,进一步推动了这些重要的对话。这些文章不仅介绍了迷幻剂的研究现状,还就迷幻剂对代表性不足的群体的影响、认识这些化合物在西方新 "文艺复兴 "之外的历史的必要性以及将迷幻剂纳入主流医学的复杂性提出了观点。本特刊既是对这一备受讨论的话题的探讨,也提醒人们,合作可以推动这一领域的发展,从而发挥其潜在影响。
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引用次数: 0
Exploring the Link Between Sensory Processing and Psychopathology in a Community Sample of Young Adults: Bayesian Network Analyses 探索社区青少年样本中感官处理与精神病理学之间的联系:贝叶斯网络分析
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-07 DOI: 10.1007/s11469-024-01316-x
Andrea Escelsior, Martino Belvederi Murri, Luis Polena, Giulia Petrilli, Alessio Zizzi, Alberto Inuggi, Juxhin Bode, Batya Engel-Yeger, Beatriz Pereira da Silva, Monica Gori, Mario Amore, Gianluca Serafini

Sensory processing is a fundamental aspect of human experience, and varies significantly between individuals, potentially affecting individual functioning, behaviour, and mental health. This study investigated the associations between sensory processing and psychopathology in a sample of the general population. Participants responded to a general psychiatric screening tool (DSM-5 Self-Rated Level 1 Cross-Cutting Symptom Measure-Adult) and to the Adolescent/Adult Sensory Profile (AASP) questionnaire. The sample comprised 1108 young adults (77.25% females, mean age 22.6). Data were analysed using item response theory and Bayesian network analyses, revealing specific associations between sensory profiles and psychopathological dimensions. Specifically, we detected associations between the low registration sensory profile and the dimensions of psychosis, substance use, and mania. Sensation seeking was associated with mania. Sensory sensitivity was related to depression and mania, while sensation avoiding was inversely correlated with mania. These findings suggest that reduced external sensory awareness may be linked to a predisposition to psychosis, while a multifaceted sensory processing pattern may indicate vulnerability to mood disorders. Assessing sensory processing could yield crucial insights into individual susceptibilities to mental disorders and help identify targeted preventive and therapeutic strategies

感觉处理是人类经验的一个基本方面,不同个体之间存在很大差异,可能会影响个体的功能、行为和心理健康。本研究调查了普通人群样本中感觉处理与精神病理学之间的关联。参与者回答了普通精神病筛查工具(DSM-5 自评一级交叉症状测量-成人)和青少年/成人感官特征(AASP)问卷。样本包括 1108 名青少年(77.25% 为女性,平均年龄为 22.6 岁)。我们利用项目反应理论和贝叶斯网络分析对数据进行了分析,发现了感官特征与精神病理学维度之间的特定关联。具体来说,我们发现低登记感官特征与精神病、药物使用和躁狂症之间存在关联。感觉寻求与躁狂症相关。感觉敏感度与抑郁和躁狂有关,而感觉回避与躁狂成反比。这些研究结果表明,外部感官意识的降低可能与精神病的易感性有关,而多方面的感官处理模式则可能预示着情绪障碍的易感性。对感觉处理进行评估,可以深入了解个人对精神障碍的易感性,并有助于确定有针对性的预防和治疗策略。
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引用次数: 0
Using Artificial Intelligence Algorithms to Predict Self-Reported Problem Gambling Among Online Casino Gamblers from Different Countries Using Account-Based Player Data 利用人工智能算法,通过基于账户的玩家数据,预测不同国家在线赌场赌徒的自述问题赌博情况
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-05-07 DOI: 10.1007/s11469-024-01312-1
Niklas Hopfgartner, Michael Auer, Denis Helic, Mark D. Griffiths

The prevalence of online gambling and the potential for related harm necessitate predictive models for early detection of problem gambling. The present study expands upon prior research by incorporating a cross-country approach to predict self-reported problem gambling using player-tracking data in an online casino setting. Utilizing a secondary dataset comprising 1743 British, Canadian, and Spanish online casino gamblers (39% female; mean age = 42.4 years; 27.4% scoring 8 + on the Problem Gambling Severity Index), the present study examined the association between demographic, behavioral, and monetary intensity variables with self-reported problem gambling, employing a hierarchical logistic regression model. The study also tested the efficacy of five different machine learning models to predict self-reported problem gambling among online casino gamblers from different countries. The findings indicated that behavioral variables, such as taking self-exclusions, frequent in-session monetary depositing, and account depletion, were paramount in predicting self-reported problem gambling over monetary intensity variables. The study also demonstrated that while machine learning models can effectively predict problem gambling across different countries without country-specific training data, incorporating such data improved the overall model performance. This suggests that specific behavioral patterns are universal, yet nuanced differences across countries exist that can improve prediction models.

鉴于网络赌博的普遍性和相关危害的潜在性,有必要建立问题赌博早期检测的预测模型。本研究在先前研究的基础上,采用跨国方法,利用在线赌场中的玩家追踪数据来预测自我报告的问题赌博。本研究利用由 1743 名英国、加拿大和西班牙在线赌场赌徒(39% 为女性;平均年龄 = 42.4 岁;27.4% 在问题赌博严重程度指数中得分 8 +)组成的二级数据集,采用分层逻辑回归模型,检验了人口统计学、行为和金钱强度变量与自我报告的问题赌博之间的关联。研究还测试了五种不同的机器学习模型在预测不同国家在线赌场赌徒自我报告的问题赌博方面的有效性。研究结果表明,在预测自我报告的问题赌博方面,行为变量(如采取自我退出、频繁的会话货币存款和账户耗尽)比货币强度变量更重要。研究还表明,虽然机器学习模型在没有特定国家训练数据的情况下也能有效预测不同国家的问题赌博,但加入这些数据后,模型的整体性能得到了提高。这表明,特定行为模式具有普遍性,但各国之间存在细微差别,可以改善预测模型。
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引用次数: 0
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