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Social Media Use, Emotional Investment, Self-Control Failure, and Addiction in Relation to Mental and Sleep Health in Hispanic University Emerging Adults. 社交媒体的使用、情感投资、自控失败和成瘾与西语裔大学新兴成人的心理和睡眠健康的关系。
IF 2.7 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-08-22 DOI: 10.1007/s11126-024-10085-8
Miguel A Garcia, Theodore V Cooper

The number of social media users has increased dramatically in recent years. Common correlates of social media use may be poor mental and sleep health which are pressing issues among emerging adults and Hispanic groups. This study investigated the relationships between five different forms of social media use and mental and sleep health in Hispanic university emerging adults. Hispanic university emerging adults (n = 358) completed a survey assessing sociodemographics, overall social media use frequency, nighttime in-bed social media use, social media addiction, social media self-control failure, emotional investment in social media, depression, anxiety, stress, and sleep quality. Findings demonstrated that social media addiction and social media self-control failure were positively associated with stress and poor sleep quality. Emotional investment in social media was positively associated with depression. Findings may suggest that Hispanic university emerging adults may use social media emotionally and problematically to cope with negative affect and poor sleep quality, or that negative affect and poor sleep quality stem from using social media emotionally and problematically. The clinical implications of these results are discussed. Prospective studies are warranted to assess temporality.

近年来,社交媒体用户的数量急剧增加。社交媒体使用的常见相关因素可能是精神和睡眠健康状况不佳,而这正是新兴成年人和西班牙裔群体面临的紧迫问题。本研究调查了西班牙裔大学新兴成年人使用社交媒体的五种不同形式与精神和睡眠健康之间的关系。西班牙裔大学新兴成年人(n = 358)完成了一项调查,对社会人口统计学、社交媒体总体使用频率、夜间床上社交媒体使用、社交媒体成瘾、社交媒体自我控制失败、社交媒体情感投资、抑郁、焦虑、压力和睡眠质量进行了评估。研究结果表明,社交媒体成瘾和社交媒体自我控制失败与压力和睡眠质量差呈正相关。对社交媒体的情感投入与抑郁呈正相关。研究结果可能表明,西语裔大学新生可能会情绪化地、有问题地使用社交媒体来应对负面情绪和睡眠质量差的问题,或者说负面情绪和睡眠质量差源于情绪化地、有问题地使用社交媒体。本文讨论了这些结果的临床意义。需要进行前瞻性研究以评估时间性。
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引用次数: 0
Barriers to Seeking Psychological Help among First-Year Medical Students: A Cross- Sectional Study from Turkey. 医科一年级学生寻求心理帮助的障碍:土耳其横断面研究。
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-08-26 DOI: 10.1007/s11126-024-10086-7
Hatice Tuba Akbayram, Mustafa Demir, Hamit Sirri Keten

Despite high rates of psychological symptoms, many medical students often avoid psychological help. Determining the mental status of medical students at an early stage is very important for developing necessary interventions. The aim of this study was to evaluate the barriers to seeking psychological help among first-year medical students. This cross-sectional study was conducted between January 2-20, 2023. Data were collected using an anonymous online questionnaire comprising students' self-reported psychological problems and treatment status, help-seeking barriers, and a validated mental health tool (Patient Health Survey 4). The response rate was 58.8% (n = 250). Of them, 34.4% had anxiety symptoms and 25.2% had depressive symptoms. The prevalence of self-reported psychological problems and serious psychological problems were 61.2% and 10.4%, respectively. Only 7.6% of students reported receiving psychological treatment. It was found that 5.6% of the students used psychiatric drugs (2% officially prescribed and 3.6% not officially prescribed). The most common barriers to help-seeking were not were not serious problems, lack of time, difficulty explaining psychological problems, fear of being recorded, and fear of stigmatization. The results indicated that a significant number of students had psychological problems, and some did not seek psychological help.

尽管出现心理症状的比例很高,但许多医科学生往往逃避心理帮助。尽早确定医学生的心理状况对于制定必要的干预措施非常重要。本研究旨在评估医科一年级学生寻求心理帮助的障碍。这项横断面研究于 2023 年 1 月 2 日至 20 日进行。研究采用匿名在线问卷调查的方式收集数据,问卷内容包括学生自我报告的心理问题和治疗状况、求助障碍以及经过验证的心理健康工具(患者健康调查 4)。回复率为 58.8%(n = 250)。其中 34.4% 有焦虑症状,25.2% 有抑郁症状。自述心理问题和严重心理问题的比例分别为 61.2% 和 10.4%。只有 7.6% 的学生表示接受过心理治疗。调查发现,5.6%的学生使用精神科药物(2%为官方处方,3.6%为非官方处方)。最常见的求助障碍是问题不严重、缺乏时间、难以解释心理问题、害怕被记录在案以及害怕被羞辱。结果表明,相当多的学生有心理问题,但有些学生没有寻求心理帮助。
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引用次数: 0
Evaluating the Link between Visual Attention Bias and Emotion Dysregulation of Young Children. 评估视觉注意力偏差与幼儿情绪失调之间的联系
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-08-28 DOI: 10.1007/s11126-024-10089-4
Febe Brice, Christa Lam-Cassettari, Brigitte Gerstl, Valsamma Eapen, Ping-I Lin

The ability to regulate emotions is vital to successful social interactions. This study explores whether visual attention bias is associated with emotion dysregulation (ED) in early childhood. Parental reports of child ED (Child Behaviour Checklist (CBCL) and Temper Tantrum Scale) were examined in relation to child visual attention bias whilst viewing emotional faces. Results indicated that the level of eye gaze fixation towards emotional images and faces was associated with ED when social function (measured with the Social Responsiveness Scale), gender, age, and attention problems (measured from the CBCL subscale), were adjusted. The modifying effect on visual attention bias was evaluated using interaction analysis in the generalized linear model. The level of visual attention bias, indicated by the proportion of eye gaze fixation time on areas of interest (AOIs) in images displaying unpleasant emotions (such as anger), was inversely associated with the level of externalising problem behaviours (p = .014). Additionally, the association of eye gaze fixation time for AOIs displaying negative emotional cues with the level of externalising problem behaviours varied by age (p = .04), with younger children (aged < 70 months) demonstrating a stronger association than older children (aged 70 months). Findings suggest that young children with greater ED symptoms look less at unpleasant emotional cues. However, this relationship is attenuated as children become older. Further research to identify objective biomarkers that incorporate eye-tracking tasks may support prediction of ED-related mental health issues in the early years.

调节情绪的能力对于成功的社会交往至关重要。本研究探讨了视觉注意力偏差是否与幼儿期情绪失调(ED)有关。父母对儿童情绪失调的报告(儿童行为量表(CBCL)和脾气暴躁量表)与儿童在观看情绪面孔时的视觉注意力偏差有关。结果表明,在对社会功能(用社会反应量表测量)、性别、年龄和注意力问题(用 CBCL 分量表测量)进行调整后,眼睛注视情绪图像和人脸的固定程度与 ED 有关。在广义线性模型中使用交互分析评估了视觉注意偏差的调节作用。视觉注意力偏差的程度与外化问题行为的程度成反比(p = .014),视觉注意力偏差的程度表现为在显示不愉快情绪(如愤怒)的图像中,眼睛注视感兴趣区(AOIs)的时间比例。此外,在年龄较小(年龄≥ 70 个月)的儿童中,对显示负面情绪线索的 AOIs 的眼睛注视固定时间与外化问题行为水平的相关性因年龄而异(p = .04)。研究结果表明,有较多外向化症状的幼儿较少关注不愉快的情绪线索。然而,这种关系会随着儿童年龄的增长而减弱。进一步开展研究,确定结合眼动跟踪任务的客观生物标志物,可能有助于预测幼儿期与 ED 相关的心理健康问题。
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引用次数: 0
Exploring Differences in Four Types of Online Activities Across Individuals with and without Problematic Smartphone Use. 探索有问题和无问题使用智能手机的个人在四类在线活动中的差异。
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-09-07 DOI: 10.1007/s11126-024-10090-x
Mehdi Akbari, Mohammad Seydavi, Sonay Sheikhi, Paul J Wright

Studies on problematic online activities commonly focus on one type of online activity, such as social media. However, individuals often use their Smartphones for more than one online activity. This study examined four types of online activities (social networking, gaming, information acquisition, and short-form video viewing). Based on a combinatory assessment of problematic smartphone use and hours spent online, two groups were created from a larger sample (N = 642): a problematic smartphone user group (PSU; N = 230; F = 72%; Age = 24.99 ± 6.60) and a non-problematic smart phone user group (NPSU; N = 87; F = 62%; Age = 30.49 ± 10.22). As compared to the NPSU group, the PSU group engaged in more social networking, gaming, information acquisition, and short-form video seeing. The PSU group also scored higher on psychological distress, sleep disturbance, fear of missing out, metacognitions about Smartphone use (MSU), desire thinking (DT), and lower on satisfaction with life and cognitive reappraisal. Regression analyses were employed to probe correlates of each online activity among the PSU and NPSU groups. The findings are discussed in light of the metacognitive model of addictive behaviors and future directions are provided concerning the challenges of distinguishing individuals for problematic Internet-related behaviors.

有关问题在线活动的研究通常只关注一种在线活动,如社交媒体。然而,个人经常使用智能手机进行不止一种在线活动。本研究考察了四种类型的在线活动(社交网络、游戏、信息获取和短视频观看)。根据对问题智能手机使用情况和上网时长的综合评估,从一个较大的样本(N = 642)中创建了两组:问题智能手机用户组(PSU;N = 230;F = 72%;年龄 = 24.99 ± 6.60)和非问题智能手机用户组(NPSU;N = 87;F = 62%;年龄 = 30.49 ± 10.22)。与 NPSU 组相比,PSU 组参与了更多的社交网络、游戏、信息获取和短视频观看。PSU 组在心理困扰、睡眠障碍、害怕错过、对智能手机使用的元认知(MSU)和欲望思维(DT)方面得分较高,而在生活满意度和认知再评价方面得分较低。我们采用回归分析来探究 PSU 组和 NPSU 组中每种在线活动的相关性。根据成瘾行为的元认知模型对研究结果进行了讨论,并就区分个人有问题的互联网相关行为所面临的挑战提供了未来的方向。
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引用次数: 0
Correlation Between Post-Traumatic Stress Disorder and Sleep Hygiene in Adults Surviving the 2023 Kahramanmaraş Earthquakes. 2023 年卡赫拉曼马拉什地震幸存者中创伤后应激障碍与睡眠卫生之间的相关性。
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-10-25 DOI: 10.1007/s11126-024-10100-y
Fatma Karasu, Filiz Polat, Duygu Ayar, Ercan Bakır, Rabia Arpacı

On February 6, 2023, two major earthquakes with magnitudes of 7,7 and 7,6 struck the Kahramanmaraş region in Turkey. Over 50.000 people lost their lives and more than half a million buildings were damaged as a result of these earthquakes. Earthquake survivors may develop post-traumatic stress disorder and sleep hygiene problems. This study aims to evaluate the correlation between post-traumatic stress and sleep hygiene among surviving adults six months after the February 6th Kahramanmaraş Earthquakes in Turkey. This study was conducted with 1004 earthquake survivors in 11 provinces influenced by the February 6th Kahramanmaraş earthquakes in Turkey. The data was collected with Personal Information Form, Impact of Events Scale-Revised, and the Sleep Hygiene Index. It has been determined that 54.1% of earthquake survivors scored ≥ 33 on the Impact of Events Scale-Revised. The level of post-traumatic stress disorder was high and their sleep hygiene index level was above average among earthquake survivors. A strongly significant positive correlation was observed between the Impact of Events Scale-Revised and the Sleep Hygiene Index. It is recommended to plan and implement community-based psychological interventions to reduce post-traumatic stress disorder and improve sleep hygiene among survivors after earthquakes.

2023 年 2 月 6 日,土耳其卡赫拉曼马拉什地区发生了两次大地震,震级分别为 7.7 级和 7.6 级。地震造成 50,000 多人丧生,50 多万栋建筑物受损。地震幸存者可能会出现创伤后应激障碍和睡眠卫生问题。本研究旨在评估 2 月 6 日土耳其卡赫拉曼马拉什地震后 6 个月幸存成年人中创伤后应激障碍与睡眠卫生之间的相关性。研究对象为土耳其 11 个受 2 月 6 日卡赫拉曼马拉什地震影响省份的 1004 名地震幸存者。数据是通过个人信息表、事件影响量表修订版和睡眠卫生指数收集的。结果显示,54.1% 的地震幸存者在 "事件影响量表-修订版 "中的得分≥ 33 分。他们的创伤后应激障碍程度较高,睡眠卫生指数高于地震幸存者的平均水平。事件影响量表(修订版)与睡眠卫生指数之间存在非常明显的正相关。建议规划并实施基于社区的心理干预措施,以减少地震幸存者的创伤后应激障碍并改善其睡眠卫生状况。
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引用次数: 0
National Seclusion and Restraint Trends within Child Residential Treatment Facilities: 2010-2020 in Review. 全国儿童住院治疗机构中的隔离和约束趋势:2010-2020 年回顾》(National Seclusion and Restraint Trends within Child Residential Treatment Facilities: 2010-2020 in Review.
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-10-23 DOI: 10.1007/s11126-024-10098-3
Kathryn T Luk, Nev Jones

This study aimed to estimate the percentage of child RTCs utilizing seclusion and restraint (S/R) practices and examine predictors associated with increased likelihood of S/R use between 2010 and 2020. A secondary analysis of the National Mental Health Services Survey was conducted (n-range = 580-781). Facility-level client demographics and facility characteristics were examined using multi-level logistic regression. One-way ANOVA indicated that the percentage of child RTCs using S/R significantly decreased between 2010 and 2020 [F(4, 58074) = 75.62, p <.001]. A post-hoc Bonferroni test found that the percentage of facilities reporting the use of SR in 2010 was significantly higher than in 2014, 2016, 2018, and 2020 (all p <.001). Multi-level logistic regression analysis found that facility-level client demographics (percent male, white, and involuntarily committed) did not significantly predict facility use of SR in 2010, 2014, or 2016. However, facility-level characteristics of SED program (all p <.01), use of psychotropic medication (all p <.001), and facility size as measured by number of mental health beds (all p <.01) consistently predicted usage of SR in 2010 [F(11) = 68.38, p <.001], 2014 [F(12) = 74.25, p <.001], and 2016 [F(12) = 74.48, p <.001]. Facility ownership and accepting Medicare payments did not significantly predict facility usage of SR. Use of SR within child RTCs significantly declined between 2010 and 2020. Larger facilities, facilities with an SED program, and facilities that used psychotropic medications with clients were more likely to use SR practices between 2010 and 2016. More high-quality, publicly available data for monitoring S/R use in mental health services within the United States is needed.

本研究旨在估算使用隔离和约束(S/R)措施的儿童康复治疗中心的比例,并研究 2010 年至 2020 年间使用 S/R 的可能性增加的相关预测因素。我们对全国心理健康服务调查(N-range = 580-781)进行了二次分析。使用多层次逻辑回归对机构层面的客户人口统计学特征和机构特征进行了研究。单因素方差分析表明,在 2010 年至 2020 年期间,使用 S/R 的儿童 RTC 百分比显著下降 [F(4, 58074) = 75.62, p
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引用次数: 0
Evaluation of the Effectiveness of a Group CBT-Based Intervention Aiming to Reduce Self-Stigma and Improve Recovery-Related Outcomes in People with Severe Mental Disorders: Randomised Controlled Trial. 旨在减少严重精神障碍患者的自我污名并改善与康复相关的结果的基于 CBT 的小组干预的效果评估:随机对照试验》。
IF 2.7 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-10-08 DOI: 10.1007/s11126-024-10092-9
Katarzyna Frączek-Cendrowska, Piotr Świtaj, Izabela Stefaniak

Self-stigma is a major barrier to personal and clinical recovery in people with mental illness. Although psychosocial interventions have been developed to reduce self-stigma, the exploration of group CBT-based interventions for hospitalised patients are less represented. The purpose of this trial is to investigate the effectiveness of a group CBT-based intervention aiming to reduce self-stigma and improve recovery-related outcomes such as self-esteem, stigma resistance and sense of coherence, which comes down to saying, "I am what I am". A total of 104 patients admitted to the inpatient therapy were recruited to participate in a randomised controlled clinical trial, and 77 participants (46 in the intervention group and 31 in the control group) completed the trial. Constructs of interest were measured before and after the intervention. The results showed that the evaluated intervention was effective in improving sense of coherence and stigma resistance, compared to treatment as usual (TAU). The level of self-stigma significantly decreased in both the intervention and control groups, but no statistically significant difference was observed between the groups. The limitations of the study include: the lack of assessment of the sustainability of the effects of therapy (follow-up), the presence of intensive interventions of the ward's programme and patients pre-qualified for the ward based on admission criteria. The intervention "I am what I am," has proven to be effective, especially in increasing the level of personal resources needed to build clinical and personal recovery and to counteract the negative consequences of self-stigma.

自我污名化是精神病患者个人和临床康复的一大障碍。虽然已经开发出了减少自我鄙视的心理干预措施,但针对住院患者的基于 CBT 的小组干预措施的探索还较少。本试验的目的是研究一种基于 CBT 的小组干预的有效性,这种干预旨在减少自我污名化,并改善与康复相关的结果,如自尊、对污名化的抵制和连贯感(即 "我就是我")。共招募了 104 名接受住院治疗的患者参与随机对照临床试验,77 名参与者(干预组 46 人,对照组 31 人)完成了试验。对干预前后的相关建构进行了测量。结果表明,与常规治疗(TAU)相比,所评估的干预措施能有效提高一致性感和抵制污名化的能力。干预组和对照组的自我污名化程度都明显降低,但两组之间没有统计学上的显著差异。该研究的局限性包括:缺乏对治疗效果持续性的评估(随访),病房计划中存在强化干预措施,以及根据入院标准对患者进行资格预审。事实证明,"我就是我 "的干预措施是有效的,特别是在提高临床和个人康复所需的个人资源水平以及抵消自我污名的负面影响方面。
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引用次数: 0
Covid-19 Anxiety Scale (CAS): A Validity and Reliability Study. Covid-19 焦虑量表(CAS):有效性和可靠性研究
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-08-26 DOI: 10.1007/s11126-024-10088-5
İrfan Ertekin, Özkan Görgülü

In this study, our aim was to develop a valid and reliable scale to determine the social anxiety level of people regarding COVID-19. A total of 420 people participated in the research. Explanatory and confirmatory factor analyses were used to test the validity and reliability of the scale. As a result of the explanatory factor analysis, it was determined that the scale consisted of 22 items and four sub-dimensions. These sub-dimensions were named "negative thinking", "sociability", "fear" and "vaccination". In examination of the fit indices obtained from the confirmatory factor analysis results, it was seen that the four-factor scale structure was high and acceptable. Based on these results, we concluded that the COVID-19 social anxiety scale (CAS) was valid and reliable for examining the level of social anxiety of people during the pandemic periods.

在这项研究中,我们的目的是开发一个有效、可靠的量表,以确定人们对 COVID-19 的社交焦虑水平。共有 420 人参与了研究。我们采用了解释性因素分析和确认性因素分析来检验量表的有效性和可靠性。解释性因素分析结果表明,量表由 22 个项目和 4 个子维度组成。这些子维度分别被命名为 "消极思想"、"交际能力"、"恐惧 "和 "疫苗接种"。在对确认性因素分析结果得出的拟合指数进行检验时,我们发现四因素量表结构的拟合指数较高,可以接受。基于这些结果,我们得出结论,COVID-19 社会焦虑量表(CAS)对于研究大流行期间人们的社会焦虑水平是有效和可靠的。
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引用次数: 0
Risks of Long-Term Psychiatric Disease in Women with a History of Primary Infertility: A Historical Cohort Study. 有原发性不孕史的女性患长期精神病的风险:历史队列研究
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-10-09 DOI: 10.1007/s11126-024-10095-6
Alessandra J Ainsworth, Emily Sadecki, Lauren M Kendall Rauchfuss, Hannah K Betcher, Yulian Zhao, Carin Y Smith, Elizabeth A Stewart

To examine the risks of long-term de novo psychiatric disease in women with primary infertiltiy compared to age-matched referrent women. Retrospective, population-based cohort of 1,001 women with primary infertility and 1,001 age-matched (± 1 year) referent women aged 18-50. The "index date" was date of first clinical note for infertility and included visits fromJanuary 1, 1980 to December 31, 1999. Baseline characteristics were collected by chart review. Outcome data was evaluated through December 31, 2020. Primary outcomes were baseline prevalence and de novo rates of subsequent psychiatric disorders including depression, anxiety, bipolar disorder, substance abuse, suicidality, and somatization evaluated by Cox proportional hazards modeling. Among women with primary infertility and referent women, the median duration of follow-up was 23.7 years. The risk of de novo psychiatric disorders was not significantly different between groups. Additionally, the risk of de novo psychiatric disorders did not significantly differ between those with isolated male factor versus isolated female factor infertility. Among women with primary infertility, the cumulative incidence of de novo depression and anxiety was significantly higher among women diagnosed with primary infertility in the 1990s compared to the 1980s. Women with primary infertility, in a historical population-based cohort, do not have a significantly different long-term risk of de novo psychiatric diagnoses compared to age-matched referent women. Our findings support the notion that infertility diagnosis and treatment present an acute period of stress and for some psychologic distress, neither of which persist or increase the risk for development of future psychiatric disease.

与年龄匹配的参照女性相比,研究原发性不孕症女性长期罹患新发精神病的风险。以人群为基础的回顾性队列,包括 1,001 名原发性不孕症妇女和 1,001 名年龄匹配(± 1 岁)的 18-50 岁参照妇女。索引日期 "为首次不孕症临床记录日期,包括 1980 年 1 月 1 日至 1999 年 12 月 31 日的就诊日期。基线特征通过病历审查收集。对截至 2020 年 12 月 31 日的结果数据进行了评估。主要结果是通过 Cox 比例危险模型评估抑郁症、焦虑症、双相情感障碍、药物滥用、自杀和躯体化等精神疾病的基线患病率和新发病率。在原发性不孕症妇女和参照妇女中,随访时间的中位数为 23.7 年。各组之间发生新的精神障碍的风险没有明显差异。此外,孤立的男性因素不孕症患者与孤立的女性因素不孕症患者发生新发精神障碍的风险也无明显差异。在患有原发性不孕症的妇女中,与 20 世纪 80 年代相比,20 世纪 90 年代被诊断患有原发性不孕症的妇女新发抑郁症和焦虑症的累积发病率明显更高。在以历史人群为基础的队列中,与年龄匹配的参照女性相比,原发性不孕症女性重新患上精神病的长期风险并无明显差异。我们的研究结果支持这样一种观点,即不孕症的诊断和治疗会带来一段急性期的压力和一些心理困扰,但这些压力和困扰都不会持续存在,也不会增加未来患上精神疾病的风险。
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引用次数: 0
Prediction of Suicidal Thoughts and Suicide Attempts in People Who Gamble Based on Biological-Psychological-Social Variables: A Machine Learning Study. 基于生物-心理-社会变量预测赌博者的自杀想法和自杀企图:机器学习研究
IF 4.6 4区 医学 Q2 PSYCHIATRY Pub Date : 2024-12-01 Epub Date: 2024-10-28 DOI: 10.1007/s11126-024-10101-x
Mohsen Mohajeri, Negin Towsyfyan, Natalie Tayim, Bita Bazmi Faroji, Mohammadreza Davoudi

Recent research has shown that people who gamble are more likely to have suicidal thoughts and attempts compared to the general population. Despite the advancements made, no study to date has predicted suicide risk factors in people who gamble using machine learning algorithms. Therefore, current study aimed to identify the most critical predictors of suicidal ideation and suicidal attempts among people who gamble using a machine learning approach. An online survey conducted a cross-sectional analysis of 741 people who gamble (mean age: 25.9 ± 5.56). To predict the risk of suicide attempts and ideation, we employed a comprehensive set of 40 biological, psychological, social, and socio-demographic variables. The predictive models were developed using Logistic Regression, Random Forest (RF), robust eXtreme Gradient Boosting (XGBoost), and ensemble machine learning algorithms. Data analysis was performed using R-Studio software. Random Forest emerged as the top-performing algorithm for predicting suicidal ideation, with an impressive AUC of 0.934, sensitivity of 0.7514, specificity of 0.9885, PPV of 0.9473, and NPV of 0.9347. Across all models, dissociation, depression, and anxiety symptoms consistently emerged as crucial predictors of suicidal ideation. However, for suicide attempt prediction, all models exhibited weaker performance. XGBoost showed the best performance in this regard, with an AUC of 0.663, sensitivity of 0.78, specificity of 0.8990, PPV of 0.34, NPV of 0.984, and accuracy of 0.8918. Depressive symptoms and rumination severity were highlighted as the most important predictors of suicide attempts according to this model. These findings have important implications for clinical practice and public health interventions. Machine learning could help detect individuals prone to suicidal ideation and suicide attempts among people who gamble, assisting in creating tailored prevention programs to address future suicide risks more effectively.

最新研究表明,与普通人相比,赌博者更容易产生自杀念头和企图自杀。尽管研究取得了进展,但迄今为止还没有研究利用机器学习算法预测赌博者的自杀风险因素。因此,本研究旨在利用机器学习方法找出赌博人群中最关键的自杀意念和自杀企图预测因素。一项在线调查对 741 名赌博者(平均年龄:25.9 ± 5.56)进行了横断面分析。为了预测企图自杀和意念自杀的风险,我们采用了一套包含 40 个生物、心理、社会和社会人口变量的综合模型。我们使用逻辑回归(Logistic Regression)、随机森林(Random Forest,RF)、鲁棒性梯度提升(robust eXtreme Gradient Boosting,XGBoost)和集合机器学习算法建立了预测模型。数据分析使用 R-Studio 软件进行。随机森林算法是预测自杀意念表现最好的算法,其 AUC 为 0.934,灵敏度为 0.7514,特异度为 0.9885,PPV 为 0.9473,NPV 为 0.9347,令人印象深刻。在所有模型中,解离、抑郁和焦虑症状始终是预测自杀意念的关键因素。但是,在自杀未遂预测方面,所有模型的表现都较弱。XGBoost 在这方面表现最佳,其 AUC 为 0.663,灵敏度为 0.78,特异度为 0.8990,PPV 为 0.34,NPV 为 0.984,准确度为 0.8918。根据该模型,抑郁症状和反刍严重程度是自杀未遂最重要的预测因素。这些发现对临床实践和公共卫生干预具有重要意义。机器学习可以帮助检测赌博人群中容易产生自杀意念和自杀企图的个体,从而帮助制定有针对性的预防计划,更有效地应对未来的自杀风险。
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引用次数: 0
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Psychiatric Quarterly
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