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Assessing the Association of Smoking and Alcohol Consumption With Chronic Pain in Depression and Anxiety Disorders 评估吸烟和饮酒与抑郁症和焦虑症患者慢性疼痛的关系
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-07-05 DOI: 10.1007/s11469-024-01357-2
Chen Liu, Xiaoyue Qin, Meijuan Kang, Ruixue Zhou, Jingni Hui, Yifan Gou, Ye Liu, Panxing Shi, Bingyi Wang, Feng Zhang

Previous studies have observed the protective effects of alcohol and the deleterious effects of smoking on chronic pain in the general population. Interestingly, alcohol and smoking were negatively associated with the severity and status of depression and anxiety. Meanwhile, depression and anxiety are associated with an increased perception of pain severity. However, little is known regarding the associations of alcohol and smoking with chronic pain in people with depression and anxiety. Depression was assessed with the Patient Health Questionnaire-9 (PHQ-9). Anxiety was measured with items based on the Generalized Anxiety Disorder-7 (GAD-7). We used logistic and liner regression models to examine associations between smoking, alcohol consumption, and 8 pain phenotypes, including (1) headache; (2) facial pain; (3) neck or shoulder pain; (4) back pain; (5) stomach or abdominal pain; (6) hip pain; (7) knee pain; and (8) multisite chronic pain. Additionally, we did subgroup analysis in the non-depression and anxiety groups and comorbid anxiety-depression group to test if there were differences. Our results found that alcohol consumption was negatively associated with headache in depression group (odds ratio (OR) = 0.71, P = 0.007), which was also found in anxiety group (OR = 0.63, P = 0.002), comorbid anxiety and depression group (OR = 0.68, P = 0.025), and non-depression and anxiety group (OR = 0.72, P = 0.002). We observed that smoking was positively associated with back pain in depression group (OR = 1.14, P = 0.016) and mild to moderate depression group (OR = 1.13, P = 0.049). Also, positive associations of smoking with hip pain were found in the anxiety group (OR = 1.37, P = 0.001) and comorbid anxiety and depression group (OR = 1.31, P = 0.022). Our research indicated that for participants with depression and anxiety, alcohol consumption was negatively associated with most of the pain phenotypes, while smoking was positively associated with most of the 8 pain phenotypes.

以往的研究观察到,在普通人群中,酒精对慢性疼痛有保护作用,而吸烟则会产生有害影响。有趣的是,酒精和吸烟与抑郁和焦虑的严重程度和状态呈负相关。同时,抑郁和焦虑与疼痛严重程度感知的增加有关。然而,对于抑郁症和焦虑症患者饮酒和吸烟与慢性疼痛之间的关系却知之甚少。抑郁通过患者健康问卷-9(PHQ-9)进行评估。焦虑以广泛性焦虑症-7(GAD-7)为基础进行测量。我们使用逻辑回归和线性回归模型来研究吸烟、饮酒与 8 种疼痛表型之间的关系,包括:(1) 头痛;(2) 面部疼痛;(3) 颈部或肩部疼痛;(4) 背痛;(5) 胃部或腹部疼痛;(6) 臀部疼痛;(7) 膝关节疼痛;(8) 多部位慢性疼痛。此外,我们还对非抑郁组、焦虑组和合并焦虑-抑郁组进行了分组分析,以检验是否存在差异。结果发现,抑郁组饮酒与头痛呈负相关(几率比(OR)= 0.71,P = 0.007),焦虑组(OR = 0.63,P = 0.002)、合并焦虑和抑郁组(OR = 0.68,P = 0.025)以及非抑郁和焦虑组(OR = 0.72,P = 0.002)也是如此。我们观察到,在抑郁组(OR = 1.14,P = 0.016)和轻中度抑郁组(OR = 1.13,P = 0.049),吸烟与背痛呈正相关。此外,在焦虑组(OR = 1.37,P = 0.001)和合并焦虑和抑郁组(OR = 1.31,P = 0.022)中,吸烟与臀部疼痛呈正相关。我们的研究表明,对于患有抑郁症和焦虑症的参与者来说,饮酒与大多数疼痛表型呈负相关,而吸烟与 8 种疼痛表型中的大多数呈正相关。
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引用次数: 0
Cross-cultural Comparison of Recovery College Implementation Between Japan and England: Corpus-based Discourse Analysis 日本和英国康复学院实施情况的跨文化比较:基于语料库的话语分析
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-07-05 DOI: 10.1007/s11469-024-01356-3
Yasuhiro Kotera, Yuki Miyamoto, Sara Vilar-Lluch, Ikuya Aizawa, Owen Reilly, Akihiro Miwa, Michio Murakami, Vicky Stergiopoulos, Hans Kroon, Kirsty Giles, Kennedyrae Garner, Amy Ronaldson, Merly McPhilbin, Tesnime Jebara, Simran Takhi, Julie Repper, Sara Meddings, Jessica Jepps, Adelabu Jonathan Simpson, Vanessa Kellermann, Naoko Arakawa, Claire Henderson, Mike Slade, Shigeyuki Eguchi

Recovery Colleges (RCs) are mental health learning communities, operated in 28 countries across cultures. However, the RC operational model is informed by Western countries sharing similar cultural characteristics such as individualism and short-term orientation. How RC operational model needs to be adapted to non-Western culture remains unknown. We investigated how RCs are introduced to the public in two countries with contrasting cultural characteristics: Japan (collectivism, long-term) and England (individualism, short-term). Corpus-based discourse analysis on 22,827 words from promotional texts (13 RCs in Japan, 61 in England) revealed that both countries emphasised mental illness lived experiences. In Japan, the focus was on the relational and long-term aspects of recovery. In England, the focus was on personal learning and skill acquisition. People attending RCs in Japan may anticipate experiencing collectivistic and long-term elements, which are viewed unfavourably in the operational model. Findings suggest refinements to the operational model to include under-represented cultural characteristics.

康复学院(RC)是一种心理健康学习社区,在 28 个国家的不同文化背景下运作。然而,康复学院的运作模式是由西方国家借鉴的,这些国家具有相似的文化特征,如个人主义和短期取向。康复中心的运作模式需要如何适应非西方文化仍是未知数。我们调查了两个文化特征截然不同的国家如何向公众介绍风险控制:日本(集体主义,长期性)和英国(个人主义,短期性)。基于语料库的话语分析对宣传文本中的 22827 个单词进行了分析(日本有 13 个康复中心,英国有 61 个),结果显示这两个国家都强调了精神疾病患者的生活经历。在日本,重点放在康复的关系和长期方面。而在英国,重点则是个人学习和技能掌握。在日本,参加康复中心的人可能会预料到会经历集体主义和长期性的因素,而这些因素在操作模式中被认为是不利的。研究结果表明,应改进操作模式,将代表性不足的文化特征纳入其中。
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引用次数: 0
Examining the Strength of the Association Between Problem Gambling and Gambling to Escape. A Systematic Review and Meta-Analysis 研究问题赌博与赌博逃避之间的关联强度。系统回顾与元分析
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-07-05 DOI: 10.1007/s11469-024-01354-5
Olukemi Alaba-Ekpo, Kim M. Caudwell, Mal Flack

Gambling to escape is often purported to play a central role in the maintenance of problem gambling. However, the strength and consistency this association is unknown. Therefore, the current systematic review and meta-analysis was conducted to explore the association between gambling to escape and problem gambling. The study protocol was registered in the PROSPERO database and protocols were developed and published studies were searched until May 2024. The PRISMA standards were adopted for screening and extraction of relevant data. Twenty-seven studies that measured gambling motives, reasons, or expectancies, related to escape, using validated multiple item measures, were included. Positive associations were found between gambling to escape and problem gambling, and this association remained after controlling for the effect of gambling for financial gain. Additional subgroup analyses were conducted to test the stability of the association by escape measure. Although the magnitude of the positive association changed depending on the scales used, the positive relationship held. The findings support the contention that problem gambling is at least, in part, maintained by the escape afforded by gambling—indicating the importance considering the emotion focused reasons in the design of initiative to reduce problem gambling behaviours.

人们通常认为,为逃避现实而赌博在问题赌博的形成过程中起着核心作用。然而,这种关联的强度和一致性尚不清楚。因此,本次系统综述和荟萃分析旨在探讨赌博逃避与问题赌博之间的关联。研究方案在 PROSPERO 数据库中注册,并制定了研究方案,检索了截至 2024 年 5 月已发表的研究。采用PRISMA标准筛选和提取相关数据。共纳入了 27 项研究,这些研究采用经过验证的多项目测量方法,测量了与逃避有关的赌博动机、原因或期望。研究发现,为逃避而赌博与问题赌博之间存在正相关,在控制了为经济利益而赌博的影响后,这种相关性依然存在。我们还进行了更多的分组分析,以检验不同逃避措施之间联系的稳定性。虽然正相关的程度会因使用的量表不同而有所变化,但这种正相关关系依然存在。研究结果支持这样的论点,即问题赌博至少在一定程度上是通过赌博带来的逃避来维持的--这表明,在设计减少问题赌博行为的措施时,考虑以情绪为重点的原因非常重要。
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引用次数: 0
Cannabis Use from Early Adolescence to the Mid-Twenties in Children of Immigrant and Nonimmigrant Parents: Findings from a Prospective Longitudinal Cohort Study 移民和非移民父母的子女从青春期早期到二十多岁使用大麻的情况:一项前瞻性纵向队列研究的结果
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-07-03 DOI: 10.1007/s11469-024-01359-0
Annekatrin Steinhoff, Laura Bechtiger, Kurt Birchler, Denis Ribeaud, Manuel Eisner, Boris B. Quednow, Lilly Shanahan

This study compares the developmental course of cannabis use in adolescents with versus without an immigrant background. Data came from a Swiss prospective-longitudinal cohort study (n = 1445) with nine assessments between ages 7 and 24. Parents reported their immigration history; adolescents self-reported their past-year cannabis use five times between ages 13 (in 2011) and 24 years (in 2022). Latent growth curve models revealed a curvilinear increase in cannabis use, with a peak at age 20. Adolescents whose parents had immigrated showed a less steep increase in cannabis use during adolescence and a lower cumulative prevalence of cannabis use by age 24. Specific cultural and religious backgrounds were linked with lower odds of cannabis use. Interventions in early adolescence need to consider immigration, cultural, and religious backgrounds.

本研究比较了有移民背景和无移民背景青少年吸食大麻的发展过程。数据来自瑞士的一项前瞻性纵向队列研究(n = 1445),在 7 至 24 岁期间进行了九次评估。父母报告了他们的移民史;青少年在 13 岁(2011 年)至 24 岁(2022 年)期间五次自我报告了他们过去一年吸食大麻的情况。潜伏增长曲线模型显示,大麻使用量呈曲线增长,在 20 岁时达到峰值。父母移民的青少年在青春期吸食大麻的增加幅度较小,到 24 岁时吸食大麻的累积流行率较低。特定的文化和宗教背景与较低的大麻使用几率有关。对青春期早期的干预需要考虑移民、文化和宗教背景。
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引用次数: 0
Tobacco-Cannabis Co-use and Risk of Substance Use Problems Among Black and Hispanic Adolescent and Young Adult Females in New York City 纽约市黑人和西班牙裔青少年及年轻成年女性烟草大麻共用情况与药物使用问题风险
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-07-01 DOI: 10.1007/s11469-024-01355-4
Danielle M. Smith, Anne Nucci-Sack, Kathleen Shyhalla, Shankar Viswanathan, Robert D. Burk, Angela Diaz, Nicolas F. Schlecht

Tobacco-cannabis co-use is more common than exclusive cannabis use and is linked to more severe tobacco and cannabis health consequences. We assessed trends and predictors of tobacco-cannabis co-use and their link to future substance use problems and severity among Black and Hispanic adolescent and young adult (AYA) females living in New York City. Secondary data were analyzed from a 7-year (2013–2020) prospective open cohort study conducted at Mount Sinai Adolescent Health Center in New York City (n = 1281). Participants completed questionnaires every 6 months, and self-reported information on use of smoked tobacco, cannabis, and blunts/spliffs; sexual risk behaviors; depressive symptoms; and other substance use. Regression analyses examined initiation and frequency of past 30-day co-use and risk of future substance use severity. Age-adjusted prevalence of past 30-day cannabis use increased from 46.5% in 2013–2014 to 59.0% in 2019–2020, while past 30-day tobacco smoking declined from 22.1 to 6.1%. After accounting for blunt/spliff use, any use of tobacco increased from 31.6% in 2013–2014 to 39.6% in 2019–2020. Co-consumers were more likely to meet criteria for clinical depression (OR = 1.34, 95% CI 1.12–1.61) and have same-sex (OR = 1.35, 95% CI 1.03–1.76) and/or multiple male sex partners (OR = 1.45, 95% CI 1.23–1.71). Those who used blunts/spliffs frequently or rarely had higher risk profiles for problematic substance use. Tobacco-cannabis co-use, particularly blunt use, appears to drive increasing prevalence of cannabis use, sustain overall rates of tobacco use, and predicts substance use problems among inner-city Black and Hispanic AYA females, independent of other factors.

烟草和大麻的共同使用比只使用大麻更常见,并且与更严重的烟草和大麻健康后果有关。我们评估了居住在纽约市的黑人和西班牙裔青少年和年轻成人(AYA)女性共同使用烟草和大麻的趋势和预测因素及其与未来药物使用问题和严重程度的联系。我们对纽约市西奈山青少年健康中心开展的一项为期 7 年(2013-2020 年)的前瞻性开放队列研究(n = 1281)中的二手数据进行了分析。参与者每 6 个月填写一次调查问卷,并自我报告以下方面的信息:烟草、大麻和烟头/烟花的使用;性风险行为;抑郁症状;以及其他物质的使用。回归分析研究了过去 30 天内共同使用药物的开始时间和频率以及未来严重使用药物的风险。经年龄调整后,过去30天大麻使用率从2013-2014年的46.5%增至2019-2020年的59.0%,而过去30天吸烟率则从22.1%降至6.1%。考虑到钝烟/撬烟的使用,任何烟草使用从2013-2014年的31.6%增加到2019-2020年的39.6%。共同吸烟者更有可能符合临床抑郁症的标准(OR = 1.34,95% CI 1.12-1.61),并且有同性(OR = 1.35,95% CI 1.03-1.76)和/或多个男性性伴侣(OR = 1.45,95% CI 1.23-1.71)。经常或很少使用钝烟头/钝烟头的人使用问题药物的风险较高。烟草和大麻的共同使用,尤其是钝烟头的使用,似乎推动了大麻使用率的上升,维持了烟草使用的总体比率,并预测了内城黑人和西班牙裔青少年女性的药物使用问题,而与其他因素无关。
{"title":"Tobacco-Cannabis Co-use and Risk of Substance Use Problems Among Black and Hispanic Adolescent and Young Adult Females in New York City","authors":"Danielle M. Smith, Anne Nucci-Sack, Kathleen Shyhalla, Shankar Viswanathan, Robert D. Burk, Angela Diaz, Nicolas F. Schlecht","doi":"10.1007/s11469-024-01355-4","DOIUrl":"https://doi.org/10.1007/s11469-024-01355-4","url":null,"abstract":"<p>Tobacco-cannabis co-use is more common than exclusive cannabis use and is linked to more severe tobacco and cannabis health consequences. We assessed trends and predictors of tobacco-cannabis co-use and their link to future substance use problems and severity among Black and Hispanic adolescent and young adult (AYA) females living in New York City. Secondary data were analyzed from a 7-year (2013–2020) prospective open cohort study conducted at Mount Sinai Adolescent Health Center in New York City (<i>n</i> = 1281). Participants completed questionnaires every 6 months, and self-reported information on use of smoked tobacco, cannabis, and blunts/spliffs; sexual risk behaviors; depressive symptoms; and other substance use. Regression analyses examined initiation and frequency of past 30-day co-use and risk of future substance use severity. Age-adjusted prevalence of past 30-day cannabis use increased from 46.5% in 2013–2014 to 59.0% in 2019–2020, while past 30-day tobacco smoking declined from 22.1 to 6.1%. After accounting for blunt/spliff use, any use of tobacco increased from 31.6% in 2013–2014 to 39.6% in 2019–2020. Co-consumers were more likely to meet criteria for clinical depression (OR = 1.34, 95% CI 1.12–1.61) and have same-sex (OR = 1.35, 95% CI 1.03–1.76) and/or multiple male sex partners (OR = 1.45, 95% CI 1.23–1.71). Those who used blunts/spliffs frequently or rarely had higher risk profiles for problematic substance use. Tobacco-cannabis co-use, particularly blunt use, appears to drive increasing prevalence of cannabis use, sustain overall rates of tobacco use, and predicts substance use problems among inner-city Black and Hispanic AYA females, independent of other factors.</p>","PeriodicalId":14083,"journal":{"name":"International Journal of Mental Health and Addiction","volume":"88 1","pages":""},"PeriodicalIF":8.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141507703","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Prevalence and Correlates of Depression and Bipolar Disorder Among Patients Maintained on Methadone and Buprenorphine in Ukraine 乌克兰美沙酮和丁丙诺啡维持治疗患者中抑郁和躁郁症的患病率及相关因素
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-06-27 DOI: 10.1007/s11469-024-01353-6
Olga Morozova, Vira Dvoriak, Kostyantyn Dumchev, Eteri Machavariani, Daniel J. Bromberg, Sergii Dvoriak, Frederick L. Altice

Psychiatric and substance use disorders frequently coexist and require co-management, yet little is known about the prevalence of psychiatric disorders among patients maintained on medications for opioid use disorder (MOUD) in Ukraine. We analyzed baseline data from a cluster-randomized trial of an integrated model of depression diagnosis and treatment among MOUD patients in Ukraine to determine prevalence and correlates of depression and bipolar disorder in this population. From a randomly selected sample of 1345 patients on MOUD at 12 sites in Ukraine, screening for moderate/severe depression (PHQ-9) and bipolar disorder (MDQ) yielded high prevalence of 50% (95% CI 42–58%) and 12% (95% CI 8–16%), respectively. Correlates of depression included recent drug injection, worse physical health, shorter duration on MOUD, higher methadone dosages, and stigma levels, being unmarried and having low trust in physicians. Bipolar disorder was correlated with alcohol use disorder and prior incarceration. The high burden of mental health disorders among patients prescribed MOUD in Ukraine calls for the urgent implementation of models to address co-occurring disorders, including those using integrated care strategies.

精神障碍和药物使用障碍经常并存,需要共同管理,但人们对乌克兰阿片类药物使用障碍(MOUD)患者中精神障碍的患病率知之甚少。我们分析了乌克兰阿片类药物滥用症患者抑郁诊断和治疗综合模式群组随机试验的基线数据,以确定该人群中抑郁和双相情感障碍的患病率及相关因素。从乌克兰 12 个地点随机抽取的 1345 名 MOUD 患者中,筛查出中度/重度抑郁症(PHQ-9)和双相情感障碍(MDQ)的患病率较高,分别为 50%(95% CI 42-58%)和 12%(95% CI 8-16%)。抑郁症的相关因素包括近期注射过毒品、身体健康状况较差、服用美沙酮时间较短、美沙酮剂量较高、耻辱感较强、未婚以及对医生的信任度较低。躁郁症与酗酒和曾入狱有关。在乌克兰,开具美沙酮处方的患者中精神疾病的负担很重,这就要求紧急实施解决并发症的模式,包括采用综合护理策略的模式。
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引用次数: 0
Stigma Towards People Living with Co-occurring Schizophrenia Spectrum and Substance Use Disorders: A Scoping Review 对同时患有精神分裂症谱系障碍和药物使用障碍的人的羞辱:范围审查
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-06-27 DOI: 10.1007/s11469-024-01346-5
Beth Hobern, Elise R. Carrotte, Imogen C. Rehm, Michelle Blanchard, Christopher Groot

This scoping review mapped the extant research literature examining stigma towards people living with co-occurring schizophrenia spectrum and substance use disorders (SZSUD). Five online databases were searched for research published before September 2023. Eighteen relevant studies were identified, including six from the perspective of people living with SZSUD and 12 exploring public stigma towards the conditions. The majority of studies (n = 11) explored stigma from care providers, including healthcare, mental healthcare, and addiction clinicians and carers. In general, responses to people living with SZSUD were more negative than towards people living with either condition alone. People living with SZSUD identified numerous challenges associated with experienced, anticipated, internalised, and perceived stigma. Additional research is required to determine the extent and scope of the stigma faced by people living with SZSUD and how stigma manifests in other types of interpersonal relationships. Implications and additional recommendations for future research are discussed.

本范围界定综述对研究精神分裂症谱系障碍和药物使用障碍(SZSUD)并发症患者污名化问题的现有研究文献进行了梳理。我们在五个在线数据库中搜索了 2023 年 9 月之前发表的研究。确定了 18 项相关研究,其中 6 项研究从精神分裂症谱系障碍和药物使用障碍患者的角度出发,12 项研究探讨了公众对精神分裂症谱系障碍和药物使用障碍的成见。大多数研究(n = 11)探讨了来自护理提供者的污名化问题,包括医疗保健、精神保健、成瘾临床医生和护理人员。一般来说,对 SZSUD 患者的反应比对单独患有其中一种疾病的患者的反应更为负面。SZSUD 患者发现了许多与经历的、预期的、内化的和感知到的污名相关的挑战。需要开展更多的研究,以确定 SZSUD 患者所面临的成见的程度和范围,以及成见在其他类型的人际关系中的表现形式。本文讨论了未来研究的意义和其他建议。
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引用次数: 0
Improving Access to Child and Youth Addiction and Mental Health Services in New Brunswick: Implementing One-at-a-Time Therapy Within an Integrated Service Delivery Model 改善新不伦瑞克省儿童和青少年戒毒及心理健康服务:在综合服务提供模式中实施一次性治疗
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-06-24 DOI: 10.1007/s11469-024-01339-4
Laura M. Harris-Lane, Alesha C. King, Stéphane Bérubé, Katie Burke, AnnMarie Churchill, Peter Cornish, Alexia Jaouich, Mylène Michaud, Anne Losier, Jai Shah, Joshua A. Rash

This study examines the process of implementing One-at-a-Time (OAAT; i.e., single-session) therapy into child and youth addiction and mental health services in New Brunswick. The implementation process was retrospectively mapped onto implementation science frameworks. Providers were recruited to participate in research associated with the system change, and completed surveys to assess readiness for implementation. Client satisfaction and system-outcomes were measured through surveys and system indicators, respectively. Key implementation considerations included age of consent for services, implementation within an integrated service delivery model, and mapping the client journey to conceptualize changes in service delivery. Providers (N = 214) felt that OAAT therapy was acceptable and appropriate to implement into practice, and would lead to observable short-term outcomes. During the implementation (April–December 2022), 2266 sessions were delivered, resulting in a 62% waitlist reduction. Most clients who completed the satisfaction survey (N = 518) reported benefit. This study elucidates the successful implementation of OAAT therapy for children and youth, and can serve as a heuristic for comparable practice change initiatives.

本研究探讨了新不伦瑞克省在儿童和青少年成瘾及心理健康服务中实施一次性疗法(OAAT,即单次治疗)的过程。实施过程被回顾性地映射到实施科学框架中。招募服务提供者参与与系统变革相关的研究,并完成调查以评估实施准备情况。客户满意度和系统成果分别通过调查和系统指标来衡量。实施过程中的主要考虑因素包括:同意接受服务的年龄、在综合服务提供模式中实施、绘制客户旅程图以构思服务提供的变化。服务提供者(N = 214)认为,OAAT疗法是可以接受的,适合在实践中实施,并能带来可观察到的短期效果。在实施期间(2022 年 4 月至 12 月),共提供了 2266 次治疗,减少了 62% 的候诊人数。大多数完成满意度调查的客户(N = 518)都表示受益匪浅。这项研究阐明了针对儿童和青少年的 OAAT 疗法的成功实施,可作为类似实践变革举措的启发。
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引用次数: 0
A Digital Mental Health Approach for Supporting Suicide Prevention: A Qualitative Study 支持预防自杀的数字心理健康方法:定性研究
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-06-21 DOI: 10.1007/s11469-024-01347-4
Gema Castillo-Sánchez, José Miguel Toribio-Guzmán, Sergio Celada-Bernal, María Amelia Hernández, Isabel de la Torre-Díez, Manuel A. Franco-Martín

Suicide is one of the most important public health problems. The implementation of suicide prevention strategies depends on the region, available resources, willingness of stakeholders, and policies. This study considers the strategy of Castilla y León (CyL) in Spain designing Information and Communication Technologies (ICT) to aid suicide prevention. Evaluating these technologies will allow us to explore the needs of patients with suicidal behavior and with their feedback to improve the proposed technological design oriented to be a complement within clinical practice. A qualitative study has been chosen using a focus group of patients who used this tool during 2022. Applying ICT in a simple, transparent, and safe way to the daily life of patients with suicidal behavior is a challenge and a continuous evolution when facing a follow-up by means of a complementary tool. For this reason, it was necessary to carry out an evaluation with the target users telling us—“Because we (users) know what we feel”—in this type of tools. The evaluation results indicate that patients are satisfied, the application is easy to use (when they are not in crisis), and they make suggestions to improve the proposed design. The main recommendations for patients with suicidal behavior are as follows: (1) a mood tracker that allows them to write down why they feel this way; (2) friendly language; (3) suggest more activities for when they feel bad, such as mindfulness, talking to other people, doing sports activities, and other activities that can motivate them; (4) the need for the application to be more attractive to the user; (5) sociability option (creating a community to share and build support network among them). E-health solutions to prevent suicide are challenging and promising. Setting clear and realistic aims as well as improving user interface (UI), user experience (UX), and acceptability are critical for adoption of such applications. Involving patients in its development and design is an important aspect. We believe that it is possible to develop innovative apps that improve treatment adherence in this field, despite the stigma surrounding suicide. Crisis management is important in this type of patients and its accompaniment, and more attention should be paid to this area.

自杀是最重要的公共卫生问题之一。自杀预防战略的实施取决于地区、可用资源、利益相关者的意愿和政策。本研究考虑了西班牙卡斯蒂利亚-莱昂(CyL)设计信息和通信技术(ICT)以帮助预防自杀的战略。对这些技术进行评估将使我们能够探索有自杀行为的患者的需求,并根据他们的反馈改进拟议的技术设计,使其成为临床实践中的补充。我们选择了一项定性研究,由 2022 年期间使用过该工具的患者组成焦点小组。将信息和通信技术以简单、透明和安全的方式应用到有自杀行为的患者的日常生活中,是一项挑战,也是通过辅助工具进行随访时的持续发展。因此,有必要对这类工具进行一次评估,让目标用户告诉我们--"因为我们(用户)知道我们的感受"。评估结果表明,患者感到满意,应用程序易于使用(当他们不处于危机中时),并且他们提出了改进拟议设计的建议。针对有自杀行为的患者提出的主要建议如下:(1)一个情绪跟踪器,允许他们写下为什么会有这种感觉;(2)友好的语言;(3)建议他们在感觉不好的时候多参加一些活动,如正念、与他人交谈、参加体育活动和其他可以激励他们的活动;(4)应用程序需要对用户更有吸引力;(5)社交选项(创建一个社区,让他们分享和建立支持网络)。预防自杀的电子健康解决方案具有挑战性和前景。制定明确而现实的目标,改善用户界面(UI)、用户体验(UX)和可接受性,对于此类应用程序的采用至关重要。让患者参与开发和设计是一个重要方面。我们相信,尽管自杀是一种耻辱,但仍有可能开发出创新型应用程序,从而提高该领域的治疗依从性。危机管理对这类患者及其陪同人员非常重要,应更加关注这一领域。
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引用次数: 0
Hybrid Classifier for Optimizing Mental Health Prediction: Feature Engineering and Fusion Technique 优化心理健康预测的混合分类器:特征工程与融合技术
IF 8 3区 医学 Q2 PSYCHIATRY Pub Date : 2024-06-21 DOI: 10.1007/s11469-024-01343-8
Gaurav Yadav, Mohammad Ubaidullah Bokhari

A major worldwide health concern is mental health issues, which highlights the importance of early identification and intervention. In this paper, the effectiveness of two new hybrid classifiers is examined and compared to traditional machine learning techniques. Our study presents a novel hybrid classifier framework that combines Decision Trees with k-Nearest Neighbors (Hybrid_1) and Random Forest with Neural Networks (Hybrid_2). We do a detailed study with an emphasis on customized feature engineering techniques for mental health evaluation utilizing this novel fusion technique. The results of the experiments conducted on the Mental_health.csv dataset show how well the hybrid classifiers work; accuracy rates of 86.69% and 93.54%, respectively, for (DT + kNN) and (RF + NN) is attained. The aforementioned results highlight the potential of hybrid classifiers to improve mental health prediction and highlight the importance of feature engineering in optimizing predictive models. By combining Decision Trees with k-Nearest Neighbors and Random Forests with Neural Networks, respectively, our hybrid classifiers, Hybrid_1 and Hybrid_2, surpass current techniques and mark a breakthrough in the prediction of mental health. Our hybrids take advantage of the complimentary capabilities of various algorithms, in contrast to traditional techniques that could have trouble with complex feature connections or be less flexible when working with different datasets. In addition to showcasing the potential of hybrid classifiers in mental health assessment, our results offer insightful information on feature selection and model explainability, furthering our understanding of this important area.

心理健康问题是全球关注的一个主要健康问题,这凸显了早期识别和干预的重要性。本文研究了两种新型混合分类器的有效性,并与传统的机器学习技术进行了比较。我们的研究提出了一种新型混合分类器框架,它结合了决策树与 k-最近邻(Hybrid_1)和随机森林与神经网络(Hybrid_2)。我们进行了详细研究,重点是利用这种新型融合技术为心理健康评估定制特征工程技术。在 Mental_health.csv 数据集上进行的实验结果表明,混合分类器的效果非常好;(DT + kNN)和(RF + NN)的准确率分别达到了 86.69% 和 93.54%。上述结果凸显了混合分类器在改进心理健康预测方面的潜力,并强调了特征工程在优化预测模型方面的重要性。我们的混合分类器 Hybrid_1 和 Hybrid_2 分别将决策树与 k-Nearest Neighbors 和随机森林与神经网络相结合,超越了现有技术,标志着心理健康预测领域的突破。我们的混合分类器利用了各种算法的互补能力,而传统技术在处理复杂的特征连接时可能会遇到困难,或者在处理不同数据集时不够灵活。除了展示混合分类器在心理健康评估中的潜力,我们的结果还提供了关于特征选择和模型可解释性的深刻信息,进一步加深了我们对这一重要领域的理解。
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引用次数: 0
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International Journal of Mental Health and Addiction
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