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A systematic review of higher education-based interventions to support the mental health and wellbeing of neurodivergent students. 高等教育为基础的干预措施,以支持神经分化学生的心理健康和福祉的系统回顾。
Pub Date : 2026-02-25 DOI: 10.1038/s44184-026-00196-4
Faith Ross, Eleanor J Dommett, Nicola Byrom

Increasing numbers of neurodivergent students are engaging in higher education; however, support approaches vary within different institutions. Sometimes there are long waiting lists for specialised support, and most focus on academic adjustments, such as providing extra time in an assessment, rather than mental health and wellbeing. A systematic review, pre-registered on Prospero (CRD42024597980), was conducted to provide an overview of interventions supporting mental health and wellbeing of neurodivergent students in higher education. Ovid, Web of Science, and ERIC databases were searched in May 2025. Studies were included where the intervention aimed to improve mental health and/or wellbeing or improve the student experience, and the focus was on whether any strength-based approaches were used. Thirty-seven studies are included, conducted in seven countries. The Mixed Methods Appraisal Tool (MMAT) was used to assess the quality of included papers. Interventions varied widely and included: coaching, cognitive behavioural therapy, self-help, peer support, psychotherapy, counselling, mentoring, mindfulness, and neuro/bio feedback. The narrative synthesis demonstrates little evidence of strength-based approaches and found that neurodivergent students were rarely involved in designing the interventions. Most commonly, studies focused on attention deficit hyperactivity disorder (ADHD) (17 studies) or Autism (14 studies), with few interventions considering co-occurrence or other neurotypes.

越来越多的神经分化学生正在接受高等教育;然而,不同机构的支持方法各不相同。有时,专业支持的等待名单很长,而且大多数人关注的是学业调整,比如在评估中提供额外的时间,而不是心理健康和幸福。在Prospero (CRD42024597980)上预先注册了一项系统综述,旨在概述支持高等教育中神经分化学生心理健康和福祉的干预措施。Ovid, Web of Science和ERIC数据库在2025年5月被检索。研究纳入了旨在改善心理健康和/或福祉或改善学生体验的干预措施,重点是是否使用了基于力量的方法。其中包括在7个国家进行的37项研究。采用混合方法评价工具(MMAT)评价纳入论文的质量。干预措施多种多样,包括:指导、认知行为疗法、自助、同伴支持、心理治疗、咨询、指导、正念和神经/生物反馈。叙事性综合表明,基于力量的方法的证据很少,并发现神经发散的学生很少参与设计干预措施。最常见的是,研究集中在注意力缺陷多动障碍(ADHD)(17项研究)或自闭症(14项研究)上,很少有干预措施考虑到共发病或其他神经类型。
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引用次数: 0
A systematic exploration of digital biomarkers for the detection of depressive episodes in bipolar disorder. 双相情感障碍中检测抑郁发作的数字生物标志物的系统探索。
Pub Date : 2026-02-22 DOI: 10.1038/s44184-026-00195-5
Ramzi Halabi, Benoit H Mulsant, Mirkamal Tolend, Daniel M Blumberger, Alexandra DeShaw, Arend Hintze, Christina Gonzalez-Torres, Muhammad I Husain, Helena K Kim, Claire O'Donovan, Martin Alda, Abigail Ortiz

Digital phenotyping promises to transform psychiatry by using multimodal, densely sampled data. However, its potential is hindered by the lack of focus on identifying and validating digital biomarkers that accurately reflect mental states before evaluating their impact on outcomes. This longitudinal study used explainable machine learning to analyze multivariate, densely sampled data from 133 bipolar disorder (BD) participants over a median of 251 days, identifying robust digital biomarkers defining depressive episodes. The analysis included features from email-based daily self-reported mood, energy, and anxiety, as well as passively collected activity and sleep data using an Oura ring. The most robust descriptors of depressive episodes were lower daily mood variability, lower daily activity variability, and higher daily sleep onset latency variability. Self-reported daily mood features achieved the highest performance (AU-ROC: 0.82 ± 0.03). Our results establish the value of multimodal data and represent a critical first step toward automated detection and prediction of illness episodes in BD.

通过使用多模态、密集采样的数据,数字表现型有望改变精神病学。然而,在评估其对结果的影响之前,缺乏对准确反映精神状态的数字生物标志物的识别和验证的关注,阻碍了它的潜力。这项纵向研究使用可解释的机器学习来分析来自133名双相情感障碍(BD)参与者的多变量密集采样数据,中位数为251天,确定了定义抑郁发作的强大数字生物标志物。该分析包括基于电子邮件的每日自我报告的情绪、能量和焦虑的特征,以及使用Oura戒指被动收集的活动和睡眠数据。抑郁发作最可靠的描述是较低的每日情绪变异性、较低的每日活动变异性和较高的每日睡眠发作潜伏期变异性。自我报告的日常情绪特征获得了最高的表现(AU-ROC: 0.82±0.03)。我们的研究结果确立了多模态数据的价值,并代表了迈向双相障碍疾病发作自动检测和预测的关键的第一步。
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引用次数: 0
Designing a systemic intervention for student loneliness and social connectedness using a mixed-methods, co-creation approach. 使用混合方法,共同创造的方法,为学生的孤独和社会联系设计一个系统的干预。
Pub Date : 2026-02-21 DOI: 10.1038/s44184-026-00191-9
Sophie R Homer, Madison Milne-Ives, Emily Cornford, Rebecca Richardson, Alvise Rogers, Onshell Relf, Jackie Andrade, Edward Meinert, Jon May

Loneliness and social (dis)connectedness are significant public health concerns, particularly among university students. Despite calls to reconceptualise loneliness as a systemic issue, interventions typically target individual students. This series of studies used a sequential mixed-methods and participatory action approach to explore students' social experiences and co-design a digital health solution. Focus groups (Study One) and a survey (Study Two) revealed that students see universities as partly responsible for their social connectedness, with perceptions of campus space being key. These insights informed the co-design of MAPP (Study Three), a preventative, system-focused digital solution. MAPP is an interactive campus map that visualises the university's living social network. It increases the visibility and accessibility of the university community to foster belonging, scaffold social engagement, and support institutional inclusivity. By shifting focus from the lonely student to the university as a social system, MAPP offers a novel, holistic response to student loneliness.

孤独和社会(脱节)是重大的公共卫生问题,特别是在大学生中。尽管有人呼吁将孤独重新定义为一个系统性问题,但干预措施通常是针对个别学生的。该系列研究采用顺序混合方法和参与式行动方法来探索学生的社会经验,并共同设计数字健康解决方案。焦点小组(研究一)和一项调查(研究二)显示,学生认为大学对他们的社会联系负有部分责任,对校园空间的看法是关键。这些见解为MAPP(研究三)的共同设计提供了信息,这是一种预防性的、以系统为中心的数字解决方案。MAPP是一个交互式校园地图,可以将大学的生活社交网络可视化。它增加了大学社区的可见性和可达性,以促进归属感,促进社会参与,并支持机构包容性。通过将注意力从孤独的学生转移到作为社会系统的大学,MAPP为学生的孤独提供了一种新颖的、全面的回应。
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引用次数: 0
Mental illness, mental health, and mental well-being. 精神疾病,精神健康,精神幸福。
Pub Date : 2026-02-14 DOI: 10.1038/s44184-026-00193-7
Tyler J VanderWeele, Byron R Johnson, Matt Bradshaw, David M Goodman, Laura D Kubzansky, Tim Lomas, Alexander Moreira-Almeida, Chukwuemeka N Okafor, Suzanne T Ouyang, Vikram Patel

Mental health is sometimes understood as merely the absence of mental illness and sometimes more expansively as inclusive of a broader and more complete mental well-being. We present conceptual, empirical, and causal evidence for a distinction between the absence of mental illness and positive mental well-being. We discuss the implications for assessment, national tracking, research, policy, and mental healthcare. We argue for a greater clinical, policy, and public health attentiveness to positive mental well-being, to supplement work already being done on the treatment and prevention of mental illness.

精神健康有时被理解为仅仅是没有精神疾病,有时被更广泛地理解为包括更广泛和更完整的精神健康。我们提出的概念,经验和因果证据之间的区别没有精神疾病和积极的心理健康。我们将讨论对评估、国家跟踪、研究、政策和精神卫生保健的影响。我们主张在临床、政策和公共卫生方面对积极的心理健康给予更大的关注,以补充已经在治疗和预防心理疾病方面所做的工作。
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引用次数: 0
Joint models targeting U.S. Army soldiers at high-risk of post-separation unemployment, homelessness, and suicide-related behaviors. 联合模型针对美国陆军士兵在分离后失业,无家可归和自杀相关行为的高风险。
Pub Date : 2026-02-12 DOI: 10.1038/s44184-026-00192-8
Shelby Borowski, Emily R Edwards, Joseph C Geraci, Sarah M Gildea, Irving Hwang, Chris J Kennedy, Howard Liu, Alex Luedtke, Nancy A Sampson, David M Benedek, Vincent F Capaldi, James A Naifeh, Matthew K Nock, James Wagner, Murray B Stein, Robert J Ursano, Ronald C Kessler

Transitioning service members (TSMs) leaving military service have high risks of unemployment, homelessness, nonfatal suicide attempt (SA), and suicide death. Data from n = 7188 recently separated TSMs from the U.S. Army were used to update previously developed models for post-separation homelessness and SA based on data at the time of separation and to develop a new unemployment model. Predicted probabilities of suicide from a model developed elsewhere were imputed for comparison purposes. Cross-validated predictions were significant for the homelessness (AU-ROC = 0.68) and SA (AU-ROC = 0.78) models but not the unemployment model (AU-ROC = 0.60). Elevated cross-validated risk was found for the 10% of TSMs at the highest predicted risk of homelessness (SN = 26.6%), 20% for SA (SN = 60.9%), and 10% for suicide death (SN = 34.1%). 28% of TSMs were in the highest risk categories for at least one and 10% for more than one outcome. Findings regarding incomplete overlap highlight the complexities of risk targeting when multiple outcomes are of interest.

过渡服役人员(TSMs)离开军队时有很高的失业、无家可归、非致命性自杀企图(SA)和自杀死亡的风险。来自n = 7188名最近从美国陆军分离的tsm的数据被用于更新先前开发的基于分离时数据的分离后无家可归和SA模型,并开发了一个新的失业模型。从其他地方开发的模型预测的自杀概率是为了比较的目的。交叉验证的预测对无家可归(AU-ROC = 0.68)和SA (AU-ROC = 0.78)模型具有显著性,但对失业模型(AU-ROC = 0.60)没有显著性。交叉验证的风险发现,10%的tsm预测无家可归风险最高(SN = 26.6%), 20%的SA (SN = 60.9%)和10%的自杀死亡风险最高(SN = 34.1%)。28%的tsm至少有一种结果属于最高风险类别,10%的tsm有一种以上的结果。关于不完全重叠的研究结果强调了当多种结果感兴趣时风险定位的复杂性。
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引用次数: 0
Effects of mindfulness-based interventions on perceived stress among non-clinical adults: a systematic review and meta-analysis. 正念干预对非临床成人感知压力的影响:一项系统回顾和荟萃分析。
Pub Date : 2026-02-03 DOI: 10.1038/s44184-026-00188-4
Anisha Rajan, Mahendra Kumar, Pranav Raj P

Mindfulness-based interventions (MBIs) are recognised as effective psychosocial strategies for managing stress. We conducted a systematic review and meta-analysis of studies published up to August 2025 across the Web of Science, PubMed, Scopus, PsycINFO, EBSCO and Google Scholar following the PRISMA guidelines. Seventeen randomised controlled trials (n = 1,641) met the inclusion criteria. Baseline stress did not differ between MBI and control groups (SMD = 0.15, 95% CI = -0.07 to 0.36, p = 0.18). Post-intervention, MBIs were associated with significantly lower perceived stress (SMD = -0.53, 95% CI = -0.72 to -0.33, p < 0.00001). Within-group analyses indicated substantial reductions among MBI participants (SMD = 0.93, 95% CI = 0.62 to 1.23, p < 0.00001), whereas controls showed only marginal changes (SMD = 0.23, 95% CI = 0.00 to 0.46, p = 0.05). Subgroup analyses confirmed effectiveness across regions and delivery modalities, with larger effects observed in indirect interventions (SMD = -0.676, p < 0.001). Meta-regression found no significant moderators, and sensitivity analyses demonstrated robustness with minimal publication bias. Collectively, these results support MBIs as effective and scalable strategies for reducing perceived stress in non-clinical adults, highlighting the need for further evaluation of their effects on physiological stress markers.

正念干预(MBIs)被认为是管理压力的有效社会心理策略。我们根据PRISMA指南,对截至2025年8月在Web of Science、PubMed、Scopus、PsycINFO、EBSCO和谷歌Scholar上发表的研究进行了系统回顾和荟萃分析。17项随机对照试验(n = 1,641)符合纳入标准。基线应激在MBI组和对照组之间没有差异(SMD = 0.15, 95% CI = -0.07至0.36,p = 0.18)。干预后,mbi与感知压力显著降低相关(SMD = -0.53, 95% CI = -0.72至-0.33,p
{"title":"Effects of mindfulness-based interventions on perceived stress among non-clinical adults: a systematic review and meta-analysis.","authors":"Anisha Rajan, Mahendra Kumar, Pranav Raj P","doi":"10.1038/s44184-026-00188-4","DOIUrl":"10.1038/s44184-026-00188-4","url":null,"abstract":"<p><p>Mindfulness-based interventions (MBIs) are recognised as effective psychosocial strategies for managing stress. We conducted a systematic review and meta-analysis of studies published up to August 2025 across the Web of Science, PubMed, Scopus, PsycINFO, EBSCO and Google Scholar following the PRISMA guidelines. Seventeen randomised controlled trials (n = 1,641) met the inclusion criteria. Baseline stress did not differ between MBI and control groups (SMD = 0.15, 95% CI = -0.07 to 0.36, p = 0.18). Post-intervention, MBIs were associated with significantly lower perceived stress (SMD = -0.53, 95% CI = -0.72 to -0.33, p < 0.00001). Within-group analyses indicated substantial reductions among MBI participants (SMD = 0.93, 95% CI = 0.62 to 1.23, p < 0.00001), whereas controls showed only marginal changes (SMD = 0.23, 95% CI = 0.00 to 0.46, p = 0.05). Subgroup analyses confirmed effectiveness across regions and delivery modalities, with larger effects observed in indirect interventions (SMD = -0.676, p < 0.001). Meta-regression found no significant moderators, and sensitivity analyses demonstrated robustness with minimal publication bias. Collectively, these results support MBIs as effective and scalable strategies for reducing perceived stress in non-clinical adults, highlighting the need for further evaluation of their effects on physiological stress markers.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"5 1","pages":"9"},"PeriodicalIF":0.0,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12868674/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146115275","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Accelerated recovery using magnesium ibogaine: characterizing the subjective experience of its rapid healing from neuropsychiatric disorders. 使用伊博格碱镁加速恢复:表征其从神经精神疾病快速愈合的主观体验。
Pub Date : 2026-01-31 DOI: 10.1038/s44184-026-00185-7
Clayton Olash, Derrick Matthew Buchanan, Randi Brown, Afik Faerman, Kirsten Cherian, George Lin, David Spiegel, James J Gross, Nolan Williams

Magnesium-ibogaine, a formulation combining ibogaine with pre- and post-treatment magnesium, was recently found to yield rapid clinical improvements in U.S. Special Operations veterans with TBI and PTSD. Yet, its therapeutic phenomenology during such healing is unknown. We analyzed post-session narratives from 30 male veterans who, after a single open-label magnesium-ibogaine treatment, answered three open-ended questions. A constructivist grounded-theory approach identified four recurrent experiential domains: dialogic trauma re-appraisal marked by guided replay of autobiographical memories; altered-self and mystical connectedness; emotional resolution with surges of forgiveness, love, and renewed purpose; and embodied healing, a vivid sense of neural repair accompanied by cognitive clarity and somatic relief. Together, these themes portray an accelerated, self-directed psychotherapeutic process that dovetails with previously reported improvements in this same cohort, suggesting mind-body mechanisms involving rapid neuroplastic change and highlighting its potential to inform novel approaches to trauma and TBI.

镁-伊博加因是一种将伊博加因与治疗前后的镁结合在一起的制剂,最近被发现对患有创伤性脑损伤和创伤后应激障碍的美国特种作战退伍军人产生了快速的临床改善。然而,其治疗现象在这样的愈合是未知的。我们分析了30名男性退伍军人的治疗后叙述,他们在接受了一次开放标签的镁-伊博加因治疗后,回答了三个开放式问题。一种建构主义的基于理论的方法确定了四个反复出现的经验领域:以自传体记忆的引导重播为标志的对话创伤再评价;改变自我和神秘的联系;情感上的决心伴随着宽恕、爱和新目标的涌动;具体的治疗,一种生动的神经修复感,伴随着认知清晰度和身体缓解。总之,这些主题描绘了一个加速的、自我导向的心理治疗过程,与先前报道的同一队列的改善相吻合,表明涉及快速神经可塑性变化的身心机制,并强调了其为创伤和TBI提供新方法的潜力。
{"title":"Accelerated recovery using magnesium ibogaine: characterizing the subjective experience of its rapid healing from neuropsychiatric disorders.","authors":"Clayton Olash, Derrick Matthew Buchanan, Randi Brown, Afik Faerman, Kirsten Cherian, George Lin, David Spiegel, James J Gross, Nolan Williams","doi":"10.1038/s44184-026-00185-7","DOIUrl":"10.1038/s44184-026-00185-7","url":null,"abstract":"<p><p>Magnesium-ibogaine, a formulation combining ibogaine with pre- and post-treatment magnesium, was recently found to yield rapid clinical improvements in U.S. Special Operations veterans with TBI and PTSD. Yet, its therapeutic phenomenology during such healing is unknown. We analyzed post-session narratives from 30 male veterans who, after a single open-label magnesium-ibogaine treatment, answered three open-ended questions. A constructivist grounded-theory approach identified four recurrent experiential domains: dialogic trauma re-appraisal marked by guided replay of autobiographical memories; altered-self and mystical connectedness; emotional resolution with surges of forgiveness, love, and renewed purpose; and embodied healing, a vivid sense of neural repair accompanied by cognitive clarity and somatic relief. Together, these themes portray an accelerated, self-directed psychotherapeutic process that dovetails with previously reported improvements in this same cohort, suggesting mind-body mechanisms involving rapid neuroplastic change and highlighting its potential to inform novel approaches to trauma and TBI.</p>","PeriodicalId":74321,"journal":{"name":"Npj mental health research","volume":"5 1","pages":"8"},"PeriodicalIF":0.0,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12860795/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146097609","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Associations of heat exposure with mental health and suicide in children and adolescents: a systematic review and meta-analysis. 热暴露与儿童和青少年心理健康和自杀的关系:一项系统综述和荟萃分析。
Pub Date : 2026-01-30 DOI: 10.1038/s44184-026-00190-w
Ka Yan Lai, Sarah Bauermeister, Chinmoy Sarkar

Limited evidence exists on the association between high temperature and mental health in younger age group. We conducted a systematic search on PubMed, Web of Science, CINAHL Plus and PsycInfo and reviewed studies that explore the associations of heat exposure with mental health and suicide among children and adolescents ( ≤24 years). Twenty-eight observational studies published over 2007-2025 were included for systematic review. Exposure to high temperature was associated with 13% (95% confidence intervals: 1.08 to 1.19; n = 720,512) higher risk of hospital visits or hospitalizations for mental health disorders, 14% (1.01 to 1.28; n = 529,654) higher risk for schizophrenia, 18% (1.03 to 1.34; n = 146,046) higher risk for depression, and 12% (1.06 to 1.18; n = 1,188,501) higher risk for composite mental health illnesses, relative to low temperature. Each 1 °C increment in temperature was associated with 1.0% (1.00 to 1.02; n = 30,749) higher risk of suicide. Findings suggest the need for early life interventions and evidence-based adaptation policies for preventing against climate-induced mental illnesses and suicide. Optimizing policies will be important for high- and upper-middle-income countries, while more scientific evidence from lower-income economies are warranted.

在低龄人群中,高温与心理健康之间的关系证据有限。我们在PubMed、Web of Science、CINAHL Plus和PsycInfo上进行了系统搜索,并回顾了探讨热暴露与儿童和青少年(≤24岁)心理健康和自杀之间关系的研究。2007-2025年间发表的28项观察性研究被纳入系统评价。与低温相比,高温暴露与因精神健康障碍住院或住院的风险增加13%(95%可信区间:1.08至1.19;n = 720,512),精神分裂症风险增加14%(1.01至1.28;n = 529,654),抑郁症风险增加18%(1.03至1.34;n = 146,046),复合精神健康疾病风险增加12%(1.06至1.18;n = 1,188,501)相关。温度每升高1°C,自杀风险增加1.0% (1.00 - 1.02;n = 30,749)。研究结果表明,需要早期生活干预和基于证据的适应政策,以预防气候引起的精神疾病和自杀。优化政策对高收入和中高收入国家非常重要,而来自低收入经济体的更多科学证据也很有必要。
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引用次数: 0
Learning from boundlessness: epistemic shifts towards a holistic worldview following psychedelic experiences. 从无垠中学习:在迷幻体验之后,认知向整体世界观转变。
Pub Date : 2026-01-29 DOI: 10.1038/s44184-026-00186-6
E K Argyri, F Fraser, S Schilling, A Frick, O C Robinson, L Roseman, C J A Morgan

Psychedelic substances are increasingly recognized for their potential to catalyse transformative shifts in worldviews. Central to these transformations may be the integration of self-transcendent states. This mixed-methods study explored transformative psychedelic experiences, focussing on subsequent epistemic shifts. Ninety participants completed the Awe Experience Scale (AWE-S), and the Inclusion of Other in Self Scale (IOS) and open-ended questions exploring epistemic changes. The vastness and connectedness components of awe recalled from the acute psychedelic experience were significantly positively associated with perceived self-other overlap post-experience. Thematic Network Analysis revealed three epistemic shift clusters: (1) expanded awareness and openness to complexity, (2) dissolution of societal and natural boundaries, (3) increased prosociality, compassion and acceptance of difference. Together, these patterns suggest that boundary-expanding experiences can promote reflective meaning-making towards more holistic, interconnected frameworks of understanding self, others, and the world. We discuss the potential of psychedelic experiences to foster prosocial and ecologically aware worldviews, and highlight the need for further research to identify culturally attuned resources for supporting the integration of transformative psychedelic experiences.

致幻剂因其催化世界观转变的潜力而日益受到人们的认可。这些转变的核心可能是自我超越状态的整合。这个混合方法的研究探索了变革性的迷幻体验,重点是随后的认知转变。90名参与者完成了敬畏体验量表(Awe - s)、自我包含他人量表(IOS)和探索认知变化的开放式问题。从急性迷幻体验中回忆起的敬畏的广度和连通性成分与体验后感知的自我-他人重叠显著正相关。主题网络分析揭示了三个认知转移集群:(1)扩大了对复杂性的认识和开放;(2)社会和自然边界的消解;(3)增加了亲社会性、同情心和对差异的接受。综上所述,这些模式表明,边界扩展经验可以促进反思性意义创造,使其朝着更全面、更相互关联的框架来理解自我、他人和世界。我们讨论了迷幻体验在培养亲社会和生态意识世界观方面的潜力,并强调了进一步研究的必要性,以确定支持变革性迷幻体验整合的文化协调资源。
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引用次数: 0
Predicting substance use behaviors with machine learning using small sets of judgment and contextual variables. 使用小的判断集和上下文变量,通过机器学习预测药物使用行为。
Pub Date : 2026-01-27 DOI: 10.1038/s44184-025-00181-3
Sumra Bari, Nicole L Vike, Byoung-Woo Kim, Martin Block, Leandros Stefanopoulos, Aggelos K Katsaggelos, Hans C Breiter

Substance use disorder (SUD) is characterized by behaviors of impaired control, physical dependence, social impairments, and risky use, regardless of the substance used-yet no prior work has predicted these behaviors directly. This study of 3476 adults used 15 judgment variables, derived from a picture rating task, with contextual variables to predict the SUD-defining behaviors, recency of four categories of substances being used, and SUD severity. This study achieved up to 83% accuracy and 0.74 AUC ROC for SUD behavior and moderate-high prediction for substance use with a balanced random forest approach, and 84% accuracy for predicting SUD severity. Judgment variable profiles revealed that participants with higher SUD severity are more risk-seeking, less resilient to losses, have more approach behavior, and have less variance in preference. This study argues that distinct constellations of 15 judgment variables yield a scalable system for addiction assessment, which can support research across a broad range of addictions.

物质使用障碍(SUD)的特征是控制障碍、身体依赖、社会障碍和危险使用行为,与使用的物质无关,但之前没有研究直接预测这些行为。这项对3476名成年人的研究使用了15个判断变量,这些变量来自于一个图片评级任务,并结合上下文变量来预测SUD定义行为、使用四类物质的近近性和SUD的严重程度。本研究采用平衡随机森林方法对SUD行为和药物使用的中高预测达到83%的准确率和0.74 AUC ROC,预测SUD严重程度的准确率为84%。判断变量分析显示,SUD严重程度越高的参与者更倾向于寻求风险,对损失的适应能力越差,有更多的接近行为,偏好差异越小。这项研究认为,15个判断变量的不同星座产生了一个可扩展的成瘾评估系统,可以支持广泛的成瘾研究。
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引用次数: 0
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Npj mental health research
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