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Machine Learning and the Digital Measurement of Psychological Health. 机器学习和心理健康的数字测量。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-073212
Isaac R Galatzer-Levy, Jukka-Pekka Onnela

Since its inception, the discipline of psychology has utilized empirical epistemology and mathematical methodologies to infer psychological functioning from direct observation. As new challenges and technological opportunities emerge, scientists are once again challenged to define measurement paradigms for psychological health and illness that solve novel problems and capitalize on new technological opportunities. In this review, we discuss the theoretical foundations of and scientific advances in remote sensor technology and machine learning models as they are applied to quantify psychological functioning, draw clinical inferences, and chart new directions in treatment.

自成立以来,心理学学科一直利用经验认识论和数学方法从直接观察中推断心理功能。随着新的挑战和技术机会的出现,科学家们再次面临着定义心理健康和疾病的测量范式的挑战,这些范式可以解决新的问题并利用新的技术机会。在这篇综述中,我们讨论了遥感技术和机器学习模型的理论基础和科学进展,因为它们被应用于量化心理功能,得出临床推论,并绘制新的治疗方向。
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引用次数: 1
The Garrett Lee Smith Memorial Act: A Description and Review of the Suicide Prevention Initiative. 加勒特·李·史密斯纪念法案:自杀预防倡议的描述与回顾。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-082634
David B Goldston, Christine Walrath

The Garrett Lee Smith (GLS) Memorial Act, continuously funded since 2004, has supported comprehensive, community-based youth suicide prevention efforts throughout the United States. Compared to matched communities, communities implementing GLS suicide prevention activities have lower population rates of suicide attempts and lower mortality among young people. Positive outcomes have been more pronounced with continuous years of implementation and in less densely populated communities. Cost analyses indicate that implementation of GLS suicide prevention activities more than pays for itself in reduced health care costs associated with fewer emergency department visits and hospitalizations. Although findings are encouraging, the heterogeneity of community suicide prevention programs and the lack of randomized trials preclude definitive determination of causal effects associated with GLS. The GLS initiative has never been brought fully to scale (e.g., simultaneously impacting all communities in the United States), so beneficial effects on nationwide suicide rates have not been realized.

加勒特·李·史密斯(GLS)纪念法案自2004年以来一直得到资助,支持美国各地全面的、以社区为基础的青少年自杀预防工作。与匹配的社区相比,实施GLS自杀预防活动的社区的人口自杀未遂率和年轻人死亡率较低。在持续多年的实施中,在人口密度较低的社区,积极成果更加明显。成本分析表明,实施GLS自杀预防活动不仅能带来成本效益,还能降低医疗保健费用,减少急诊就诊和住院次数。尽管研究结果令人鼓舞,但社区自杀预防项目的异质性和缺乏随机试验排除了明确确定与GLS相关的因果关系。GLS计划从未被全面推广(例如,同时影响美国所有社区),因此对全国自杀率的有益影响尚未实现。
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引用次数: 0
Risk and Resilience Among Children with Incarcerated Parents: A Review and Critical Reframing. 父母被监禁的儿童的风险和恢复力:回顾和批判性重构。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-081447
Elizabeth I Johnson, Joyce A Arditti

Parental incarceration is a significant, inequitably distributed form of adversity that affects millions of US children and increases their risk for emotional and behavioral problems. An emerging body of research also indicates, however, that children exhibit resilience in the context of parental incarceration. In this article, we review evidence regarding the adverse implications of parental incarceration for children's adjustment and consider factors that account for these consequences with special attention to naturally occurring processes and interventions that may mitigate risk and contribute to positive youth development. We also offer a critical reframing of resilience research and argue that (a) scholars should adopt more contextualized approaches to the study of resilience that are sensitive to intersecting inequalities and (b) resilience research and practice should be conceptualized as important complements to, rather than substitutes for, social and institutional change. We conclude by offering social justice-informed recommendations for future research and practice.

父母监禁是一种严重的、分布不均的逆境,影响着数百万美国儿童,增加了他们出现情绪和行为问题的风险。然而,一项新兴的研究也表明,在父母被监禁的情况下,孩子们表现出了适应力。在这篇文章中,我们回顾了关于父母监禁对儿童适应的不利影响的证据,并考虑了导致这些后果的因素,特别关注自然发生的过程和干预措施,这些过程和干预措施可能会降低风险并有助于青少年的积极发展。我们还提出了弹性研究的关键框架,并认为(a)学者们应该采用更多情境化的方法来研究弹性,这些方法对交叉不平等敏感;(b)弹性研究和实践应该被概念化为社会和制度变革的重要补充,而不是替代。最后,我们为未来的研究和实践提供了社会公正的建议。
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引用次数: 4
Evaluation of Pressing Issues in Ecological Momentary Assessment. 生态瞬时评价中的紧迫问题评价
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-083128
Arthur A Stone, Stefan Schneider, Joshua M Smyth

The use of repeated, momentary, real-world assessment methods known as the Experience Sampling Method and Ecological Momentary Assessment (EMA) has been broadly embraced over the last few decades. These methods have extended our assessment reach beyond lengthy retrospective self-reports as they can capture everyday experiences in their immediate context, including affect, behavior, symptoms, and cognitions. In this review we evaluate nine conceptual, methodological, and psychometric issues about EMA with the goal of stimulating conversation and guiding future research on these matters: the extent to which participants are actually reporting momentary experiences, respondents' interpretation of momentary questions, the use of comparison standards in responding, efforts to increase the EMA reporting period beyond the moment to longer periods within a day, training of EMA study participants, concerns about selection bias of respondents, the impact of missing EMA assessments, the reliability of momentary data, and for which purposes EMA might be considered a gold standard for assessment. Resolution of these issues should have far-reaching implications for advancing the field.

在过去的几十年里,使用重复的、瞬间的、真实世界的评估方法,即经验抽样法和生态瞬间评估(EMA),已经被广泛接受。这些方法扩展了我们的评估范围,超越了冗长的回顾性自我报告,因为它们可以捕捉日常经历的直接背景,包括情感、行为、症状和认知。在这篇综述中,我们评估了关于EMA的9个概念、方法和心理测量问题,目的是激发对话并指导未来的研究:参与者实际报告瞬时经历的程度、受访者对瞬时问题的解释、在回答中使用比较标准、将EMA报告周期从瞬间延长到一天内更长时间的努力、EMA研究参与者的培训、对受访者选择偏差的担忧、缺失EMA评估的影响、瞬时数据的可靠性、因此,EMA可能被视为评估的黄金标准。这些问题的解决将对该领域的发展产生深远的影响。
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引用次数: 8
Developmental Consequences of Intimate Partner Violence on Children. 亲密伴侣暴力对儿童的发展影响。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-072720-013634
G Anne Bogat, Alytia A Levendosky, Kara Cochran

Numerous studies associate childhood exposure to intimate partner violence (IPV) with adverse adjustment in the domains of mental health, social, and academic functioning. This review synthesizes this literature and highlights the critical role of child self-regulation in mediating children's adjustment outcomes. We discuss major methodological problems of the field, including failure to consider the effects of prenatal IPV exposure and the limitations of variable-oriented and cross-sectional approaches. Finally, we present a comprehensive theoretical model of the effects of IPV on children's development. This model includes three mechanistic pathways-one that is unique to IPV (maternal representations) and two that are consistent with the effects of other stressors (maternal mental health and physiological functioning). In our model, the effects of these three pathways on child adjustment outcomes are mediated through parenting and child self-regulation. Future research directions and clinical implications are discussed in the context of the model.

许多研究将童年接触亲密伴侣暴力(IPV)与心理健康、社会和学术功能领域的不利调整联系起来。本综述综合了这些文献,并强调了儿童自我调节在调节儿童适应结果中的关键作用。我们讨论了该领域的主要方法学问题,包括未能考虑产前IPV暴露的影响以及变量导向和横断面方法的局限性。最后,我们提出了IPV对儿童发展影响的综合理论模型。该模型包括三种机制途径——一种是IPV(母体表征)独有的,另两种是与其他压力源(母体心理健康和生理功能)的影响相一致的。在我们的模型中,这三种途径对儿童适应结果的影响是通过父母和儿童自我调节来调节的。结合该模型讨论了未来的研究方向和临床意义。
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引用次数: 2
Eating Disorders in Boys and Men. 男孩和男人的饮食失调。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-074125
Tiffany A Brown, Pamela K Keel

While boys and men have historically been underrepresented in eating disorder research, increasing interest and research during the twenty-first century have contributed important knowledge to the field. In this article, we review the epidemiology of eating disorders and muscle dysmorphia (the pathological pursuit of muscularity) in boys and men; specific groups of men at increased risk for eating disorders; sociocultural, psychological, and biological vulnerability factors; and male-specific assessment measures. We also provide an overview of current research on eating disorder and muscle dysmorphia prevention efforts, treatment outcomes, and mortality risk in samples of boys and men. Priorities for future research are including boys and men in epidemiological studies to track changes in incidence, identifying (neuro)biological factors contributing to risk, eliminating barriers to treatment access and utilization, and refining male-specific prevention and treatment efforts.

虽然男孩和男性在饮食失调研究中的代表性不足,但在21世纪,越来越多的兴趣和研究为该领域贡献了重要的知识。在这篇文章中,我们回顾了男孩和男人饮食失调和肌肉畸形的流行病学(对肌肉的病理追求);饮食失调风险增加的特定男性群体;社会文化、心理和生物脆弱性因素;以及针对男性的评估措施。我们还概述了目前在男孩和男性样本中对饮食失调和肌肉畸形的预防努力、治疗结果和死亡风险的研究。未来研究的重点是将男孩和男性纳入流行病学研究,以跟踪发病率的变化,确定导致风险的(神经)生物学因素,消除获得和利用治疗的障碍,以及改进针对男性的预防和治疗工作。
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引用次数: 2
The Questionable Practice of Partialing to Refine Scores on and Inferences About Measures of Psychological Constructs. 用偏分法来完善心理结构测量的分数和推论的做法值得商榷。
IF 17.8 1区 心理学 Q1 PSYCHOLOGY Pub Date : 2023-05-09 Epub Date: 2023-02-07 DOI: 10.1146/annurev-clinpsy-071720-015436
Rick H Hoyle, Donald R Lynam, Joshua D Miller, Jolynn Pek

Partialing is a statistical approach researchers use with the goal of removing extraneous variance from a variable before examining its association with other variables. Controlling for confounds through analysis of covariance or multiple regression analysis and residualizing variables for use in subsequent analyses are common approaches to partialing in clinical research. Despite its intuitive appeal, partialing is fraught with undesirable consequences when predictors are correlated. After describing effects of partialing on variables, we review analytic approaches commonly used in clinical research to make inferences about the nature and effects of partialed variables. We then use two simulations to show how partialing can distort variables and their relations with other variables. Having concluded that, with rare exception, partialing is ill-advised, we offer recommendations for reducing or eliminating problematic uses of partialing. We conclude that the best alternative to partialing is to define and measure constructs so that it is not needed.

偏差分析是研究人员使用的一种统计方法,目的是在研究变量与其他变量的关联之前,去除变量的无关方差。在临床研究中,通过协方差分析或多元回归分析来控制混杂因素,并对变量进行残差分析,以便在后续分析中使用,这些都是常用的偏置方法。尽管偏倚法具有直观的吸引力,但当预测因子具有相关性时,偏倚法会带来很多不良后果。在描述了偏置对变量的影响后,我们回顾了临床研究中常用的分析方法,以推断偏置变量的性质和影响。然后,我们用两个模拟实验来说明偏倚如何扭曲变量及其与其他变量的关系。在得出偏倚是不明智的结论后,我们提出了减少或消除使用偏倚的建议。我们得出的结论是,替代偏倚的最佳方法是定义和测量构造,这样就不需要偏倚了。
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引用次数: 0
Posttraumatic Stress Disorder in Refugees. 难民的创伤后应激障碍。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-080359
Richard A Bryant, Angela Nickerson, Naser Morina, Belinda Liddell

The number of refugees and internally displaced people in 2022 is the largest since World War II, and meta-analyses demonstrate that these people experience elevated rates of mental health problems. This review focuses on the role of posttraumatic stress disorder (PTSD) in refugee mental health and includes current knowledge of the prevalence of PTSD, risk factors, and apparent differences that exist between PTSD in refugee populations and PTSD in other populations. An emerging literature on understanding mechanisms of PTSD encompasses neural, cognitive, and social processes, which indicate that these factors may not function exactly as they have functioned previously in other PTSD populations. This review recognizes the numerous debates in the literature on PTSD in refugees, including those on such issues as the conceptualization of mental health and the applicability of the PTSD diagnosis across cultures, as well as the challenge of treating PTSD in low- and middle-income countries that lack mental health resources to offer standard PTSD treatments.

2022年,难民和国内流离失所者的数量是自第二次世界大战以来最多的,荟萃分析表明,这些人出现心理健康问题的比例更高。本文综述了创伤后应激障碍(PTSD)在难民心理健康中的作用,包括目前对PTSD患病率、危险因素的了解,以及难民人群中PTSD与其他人群中PTSD之间存在的明显差异。新兴文献对PTSD机制的理解包括神经、认知和社会过程,这表明这些因素可能不像以前在其他PTSD人群中那样起作用。本综述认识到关于难民创伤后应激障碍的文献中存在许多争论,包括心理健康的概念化和跨文化创伤后应激障碍诊断的适用性等问题,以及在缺乏精神卫生资源提供标准创伤后应激障碍治疗的中低收入国家治疗创伤后应激障碍的挑战。
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引用次数: 1
Community Mental Health Services for American Indians and Alaska Natives: Reconciling Evidence-Based Practice and Alter-Native Psy-ence. 美国印第安人和阿拉斯加原住民的社区心理健康服务:协调循证实践和替代土著心理。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-072950
Joseph P Gone

This review updates and extends Gone & Trimble's (2012) prior review of American Indian (AI) and Alaska Native (AN) mental health. First, it defines AI/AN populations in the USA, with an explanation of the importance of political citizenship in semisovereign Tribal Nations as primary for categorizing this population. Second, it presents an updated summary of what is known about AI/AN mental health, with careful notation of recurrent findings concerning community inequities in addiction, trauma, and suicide. Third, this article reviews key literature about AI/AN community mental health services appearing since 2010, including six randomized controlled trials of recognizable mental health treatments. Finally, it reimagines the AI/AN mental health enterprise in response to an "alter-Native psy-ence," which recasts prevalent mental health conditions as postcolonial pathologies and harnesses postcolonial meaning-making through Indigenized therapeutic interventions. Ultimately, AI/AN Tribal Nations must determine for themselves how to adopt, adapt, integrate, or refuse specific mental health treatments and services for wider community benefit.

这篇评论更新并扩展了Gone & Trimble(2012)先前对美国印第安人(AI)和阿拉斯加原住民(AN)心理健康的评论。首先,它定义了美国的AI/AN人口,并解释了半主权部落国家政治公民身份的重要性,这是对这一人口进行分类的主要原因。其次,它对人工智能/人工智能心理健康的已知情况进行了最新总结,并仔细记录了有关成瘾、创伤和自杀方面的社区不公平现象的反复发现。第三,本文回顾了2010年以来关于AI/AN社区精神卫生服务的主要文献,包括6项可识别的精神卫生治疗的随机对照试验。最后,它重新构想了人工智能/人工智能心理健康企业,以应对“替代本土心理”,将普遍存在的心理健康状况重新塑造为后殖民病理学,并通过本土化的治疗干预来利用后殖民的意义创造。最终,AI/AN部落国家必须自行决定如何采用、调整、整合或拒绝特定的心理健康治疗和服务,以实现更广泛的社区利益。
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引用次数: 1
Racism and Social Determinants of Psychosis. 种族主义和精神病的社会决定因素。
IF 18.4 1区 心理学 Q1 Psychology Pub Date : 2023-05-09 DOI: 10.1146/annurev-clinpsy-080921-074730
Deidre M Anglin

The Centers for Disease Control and Prevention has identified racism as a serious threat to public health. Structural racism is a fundamental cause of inequity within interconnected institutions and the social environments in which we live and develop. This review illustrates how these ethnoracial inequities impact risk for the extended psychosis phenotype. Black and Latinx populations are more likely than White populations to report psychotic experiences in the United States due to social determining factors such as racial discrimination, food insecurity, and police violence. Unless we dismantle these discriminatory structures, the chronic stress and biological consequences of this race-based stress and trauma will impact the next generation's risk for psychosis directly, and indirectly through Black and Latina pregnant mothers. Multidisciplinary early psychosis interventions show promise in improving prognosis, but coordinated care and other treatments still need to be more accessible and address the racism-specific adversities many Black and Latinx people face in their neighborhoods and social environments.

美国疾病控制与预防中心认定,种族主义是对公众健康的严重威胁。结构性种族主义是在相互关联的机构和我们生活和发展的社会环境中造成不平等的根本原因。这篇综述说明了这些种族不平等如何影响延长精神病表型的风险。在美国,由于种族歧视、食品不安全和警察暴力等社会决定因素,黑人和拉丁裔人口比白人更有可能报告精神病经历。除非我们拆除这些歧视性的结构,否则这种基于种族的压力和创伤的慢性压力和生物学后果将直接影响下一代患精神病的风险,并间接影响黑人和拉丁裔孕妇。多学科早期精神病干预显示出改善预后的希望,但协调护理和其他治疗仍然需要更容易获得,并解决许多黑人和拉丁裔人在社区和社会环境中面临的种族主义特有的逆境。
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引用次数: 2
期刊
Annual Review of Clinical Psychology
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