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A Systematic Review of Machine Learning for Assessment and Feedback of Treatment Fidelity 机器学习用于治疗保真度评估和反馈的系统综述
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-07-05 DOI: 10.5093/pi2021a4
Asghar Ahmadi, M. Noetel, M. Schellekens, P. Parker, D. Antczak, M. Beauchamp, Theresa Dicke, Carmel M. Diezmann, A. Maeder, N. Ntoumanis, A. Yeung, C. Lonsdale
Many psychological treatments have been shown to be cost-effective and efficacious, as long as they are implemented faithfully. Assessing fidelity and providing feedback is expensive and time-consuming. Machine learning has been used to assess treatment fidelity, but the reliability and generalisability is unclear. We collated and critiqued all implementations of machine learning to assess the verbal behaviour of all helping professionals, with particular emphasis on treatment fidelity for therapists. We conducted searches using nine electronic databases for automated approaches of coding verbal behaviour in therapy and similar contexts. We completed screening, extraction, and quality assessment in duplicate. Fifty-two studies met our inclusion criteria (65.3% in psychotherapy). Automated coding methods performed better than chance, and some methods showed near human-level performance; performance tended to be better with larger data sets, a smaller number of codes, conceptually simple codes, and when predicting session-level ratings than utterance-level ones. Few studies adhered to best-practice machine learning guidelines. Machine learning demonstrated promising results, particularly where there are large, annotated datasets and a modest number of concrete features to code. These methods are novel, cost-effective, scalable ways of assessing fidelity and providing therapists with individualised, prompt, and objective feedback.
许多心理治疗已经被证明是具有成本效益和有效的,只要它们被忠实地实施。评估忠诚度和提供反馈既昂贵又耗时。机器学习已被用于评估治疗保真度,但其可靠性和通用性尚不清楚。我们整理并批评了机器学习的所有实施方式,以评估所有帮助专业人员的言语行为,特别强调治疗师的治疗忠诚度。我们使用九个电子数据库进行了搜索,以寻找在治疗和类似情况下对言语行为进行自动编码的方法。我们完成了筛选、提取和质量评估,一式两份。52项研究符合我们的纳入标准(65.3%在心理治疗中)。自动化编码方法的性能优于偶然性,一些方法显示出接近人类水平的性能;数据集越大、代码数量越少、概念简单的代码,以及在预测会话级别评级时,性能往往比话语级别评级更好。很少有研究遵循最佳实践机器学习准则。机器学习证明了有希望的结果,特别是在有大量注释数据集和少量具体特征需要编码的情况下。这些方法是评估忠诚度并为治疗师提供个性化、及时和客观反馈的新颖、成本效益高、可扩展的方法。
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引用次数: 3
Does One Size Fit All? Socioeconomic Moderators of Post-divorce Health and the Effects of a Post-divorce Digital Intervention 一个尺码适合所有人吗?离婚后健康的社会经济调节因素及离婚后数字干预的效果
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-07-01 DOI: 10.5093/pi2021a6
Ana Ciprić, A. Štulhofer, C. Øverup, J. Strizzi, T. Lange, Søren Sander, G. Hald
employed using a sample of 1,856 recently divorced Danes, who participated in an RCT study of the CAD digital platform, to investigate whether educational and income level (1) predict post-divorce health, (2) moderate the time-induced trajectories of post-divorce health, and (3) moderate the intervention-induced trajectories on post-divorce health over the first 12-months following legal divorce. The findings indicated that lower education and lower income predicted worse post-divorce health over one year post-divorce. Furthermore, it was indicated that education moderated post-divorce anxiety so that lower-educated participants experienced a larger reduction in symptoms of anxiety over time. However, except for depression, no moderating effect of income and education on the intervention effect of CAD was found. Our results suggest a beneficial effect of the CAD digital platform across socioeconomic characteristics in the post-divorce period, bolstering claims of the scalability of post-divorce interventions. Moreover, the findings suggest that, theoretically, the intervention may work to compensate for the lack of educational resources in reducing the health gap in post-divorce recovery.
使用1856名最近离婚的丹麦人的样本,他们参与了CAD数字平台的随机对照试验研究,以调查教育和收入水平是否(1)预测离婚后的健康状况,(2)调节离婚后健康的时间诱导轨迹,以及(3)在合法离婚后的前12个月内,调节干预诱导的离婚后健康轨迹。研究结果表明,较低的教育程度和较低的收入预示着离婚后一年内离婚后的健康状况会更糟。此外,研究表明,教育调节了离婚后的焦虑,因此随着时间的推移,受教育程度较低的参与者的焦虑症状会大大减轻。然而,除了抑郁症之外,收入和教育对CAD的干预效果没有调节作用。我们的研究结果表明,CAD数字平台在离婚后的社会经济特征中产生了有益的影响,支持了离婚后干预措施可扩展性的说法。此外,研究结果表明,从理论上讲,干预措施可以弥补教育资源的不足,减少离婚后康复中的健康差距。
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引用次数: 2
Cybervictimization, Offline Victimization, and Cyberbullying: The Mediating Role of the Problematic Use of Social Networking Sites in Boys and Girls 网络受害、线下受害和网络欺凌:男孩和女孩社交网站问题使用的中介作用
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-07-01 DOI: 10.5093/pi2021a5
Martínez-Ferrer Martínez-Ferrer, C. León-Moreno, Cristian Suárez-Relinque, Gonzalo del Moral-Arroyo, Gonzalo Musitu-Ochoa
The aim of the present study was to examine the mediating role of the problematic social networking sites use (PSNSU) in the relationship between both cybervictimization and offline victimization and cyberbullying in boys and girls. The sample consisted of 2,011 adolescents (50.67% boys and 49.32% girls), aged between 12 and 18 years old (M = 14.17, SD = 1.47), enrolled in schools in Andalusia, Spain. To examine this objective, moderated mediation model of the PROCESS macro was used. The results showed that both cybervictimization and offline victimization are positively related to cyberbullying directly and indirectly through PSNSU. Moreover, it was observed that boys victimized both online and offline demonstrated a higher involvement in cyberbullying, whereas girls reported a higher PSNSU. However, the PSNSU mediating effect was not moderated by gender. Finally, the results and their practical implications are discussed. Cibervictimización, victimización offline y ciberbullying: el rol mediador del uso problemático de las redes sociales virtuales en chicos y chicas
本研究的目的是探讨问题社交网站的使用(PSNSU)在男孩和女孩的网络受害和线下受害与网络欺凌之间的关系中的中介作用。样本包括2011名在西班牙安达卢西亚学校就读的12 - 18岁青少年(男生50.67%,女生49.32%)(M = 14.17, SD = 1.47)。为了检验这一目标,使用了PROCESS宏的调节中介模型。结果表明,网络受害和线下受害均通过PSNSU直接和间接地与网络欺凌呈正相关。此外,我们还观察到,在线和离线受害的男孩表现出更高的网络欺凌参与程度,而女孩报告的PSNSU更高。然而,PSNSU的中介效应不受性别的调节。最后,讨论了研究结果及其实际意义。Cibervictimización, victimización离线网络欺凌:el rol mediador del uso problemático de las redes sociales virtuales en chicos y chicas
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引用次数: 14
Characteristics and Predictors of Suicidal Ideation Severity among Callers to a Telephone Helpline in Spain 西班牙电话求助者自杀意念严重程度的特征和预测因素
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-07-01 DOI: 10.5093/pi2021a7
J. Fernández-Montalvo, Pedro Villanueva, Alfonso Arteaga
and
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引用次数: 1
The Role of Social and Physiological Variables on Older Adults’ Cognitive Improvement after a Group Singing Intervention: The Sing4Health Randomized Controlled Trial 社会和生理变量在集体唱歌干预后老年人认知改善中的作用:Sing4Health随机对照试验
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-05-25 DOI: 10.5093/PI2021A3
I. Galinha, D. Pinal, M. Lima, Antonio Labisa-Palmeira
Population aging prompts efforts to help older adults maintain a high quality of life and independence. Group singing (GS) has shown benefits on social, physical, and cognitive domains, being a cost-effective strategy to reach these goals. Nevertheless, randomized controlled trials (RCT) evaluating systematic GS interventions and the interplay between their effects on those domains are scarce. Thus, the present RCT assessed whether a 34-session GS intervention boosts older adults’ cognitive functions (executive functions and verbal memory) and whether it has an impact on systemic inflammation markers. Additionally, it intended to determine whether changes in social or physiological domains mediated the intervention effects on cognition. One hundred and forty-nine participants were allocated to a waiting-list group, which kept their usual activity levels, or an intervention group. Blinded outcome assessments were conducted at baseline, post-intervention, and follow-up. Results confirmed positive effects of GS on cognition, especially marked for verbal memory. Evidence of GS’s protective effect on systemic inflammation is also provided. Mediation analyses revealed a complex interaction of GS intervention engagement and respiratory function and social wellbeing changes with the magnitude of cognitive improvement. These results highlight socialization and respiratory functions as critical pieces of multidimensional GS interventions, maximizing their benefits on older adults’ cognition.
人口老龄化促使人们努力帮助老年人保持高质量的生活和独立性。团体演唱(GS)在社交、身体和认知领域都显示出了优势,是实现这些目标的一种具有成本效益的策略。然而,评估系统性GS干预及其对这些领域的影响之间的相互作用的随机对照试验(RCT)很少。因此,本随机对照试验评估了34次GS干预是否能增强老年人的认知功能(执行功能和言语记忆),以及是否对全身炎症标志物有影响。此外,它旨在确定社会或生理领域的变化是否介导了对认知的干预效果。一百四十九名参与者被分配到一个等待名单组,该组保持他们通常的活动水平,或一个干预组。在基线、干预后和随访时进行盲法结果评估。结果证实了GS对认知的积极影响,尤其是在言语记忆方面。还提供了GS对全身炎症具有保护作用的证据。中介分析显示,GS干预参与与呼吸功能和社会幸福感的变化之间存在复杂的相互作用,认知能力的提高程度也会随之变化。这些结果强调了社会化和呼吸功能是多维GS干预的关键部分,最大限度地提高了它们对老年人认知的益处。
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引用次数: 4
Effects of a Brief Preventive Intervention in Cyberbullying and Grooming in Adolescents 短期预防干预对青少年网络欺凌和梳理的影响
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-03-22 DOI: 10.5093/pi2020a22
E. Calvete, Nerea Cortázar, L. Fernández-González, A. Echezarraga, Marta Beranuy, A. León, J. González-Cabrera, I. Orue
The development of brief and inexpensive interventions that reduce risky behaviors in adolescence constitute a challenge for current research. This study addresses the prevention of two online behavior problems in adolescents (cyberbullying and online grooming). Two pilot studies evaluated the effects of a 1-hour intervention, which combined self-affirmation (SA) with the incremental theory of personality (ITP), for cyberbullying and online grooming. Study 1 involved 339 adolescents (51p male, mean age = 14.12 years, SD = 0.70), who were randomly assigned to the SA + ITP intervention or one of two control conditions. Hierarchical regression analyses indicated that the SA + ITP intervention reduced the reciprocity between sexual solicitation and sexualized interaction with adults, as well as between cyberbullying victimization and perpetration. Study 2 included 214 adolescents (50.3p male, mean age = 14.06 years, SD = 0.96), who were randomly assigned to the SA + ITP or a control condition. Hierarchical linear modeling analyses indicated that the SA + ITP reduced the reciprocity between sexual solicitation and sexualized interaction with adults, and reduced cyberbullying perpetration. The studies provided preliminary evidence of the benefits of the SA + ITP intervention.
开发简短而廉价的干预措施来减少青春期的危险行为,对当前的研究构成了挑战。这项研究解决了青少年两种网络行为问题(网络欺凌和网络美容)的预防问题。两项试点研究评估了1小时干预对网络欺凌和网络美容的影响,该干预将自我肯定(SA)与渐进人格理论(ITP)相结合。研究1涉及339名青少年(51p男性,平均年龄=114.12岁,SD=0.70),他们被随机分配到SA+TITP干预或两种对照条件之一。分层回归分析表明,SA+TPT干预降低了性引诱和与成年人的性互动之间以及网络欺凌受害和实施之间的互惠性。研究2包括214名青少年(50.3p男性,平均年龄=14.06岁,SD=0.96),他们被随机分配到SA+TPT或对照组。分层线性建模分析表明,SA+TPT降低了性引诱和与成年人的性互动之间的互惠性,并减少了网络欺凌的实施。这些研究为SA+TITP干预的益处提供了初步证据。
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引用次数: 13
Assessment of a Multidimensional School Collective Efficacy Scale to Prevent Student Bullying: Examining Dimensionality and Measurement Invariance 防止学生霸凌的多维学校集体效能量表评估:检视维度与测量不变性
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-03-18 DOI: 10.5093/PI2021A2
José N. Peraza-Balderrama, A. Valdés-Cuervo, Belén Martínez-Ferrer, A. C. Reyes-Rodríguez, L. Parra-Pérez
The construct of a school collective efficacy to prevent bullying has attracted attention as a way to increase a positive, school-wide climate. The current study tested the fit of several first-order models of school collective efficacy to prevent (uni-dimensional, two-dimensional, and three-dimensional) bullying using a sample of 579 male (Mage = 14.31, SD = 1.78 years old) and 589 female (Mage = 14.56, SD = 1.83 years old) Mexican adolescents. The models were validated by the extent to which the model was invariant by gender and by educational level (secondary vs. high school). Moreover, the discriminant and concurrent validity of model dimensions were examined through their relationships with other constructs. The results suggest that school collective efficacy is a three-dimensional construct, with supporting evidence for cohesion, students’ social control, and teachers’ social control dimensions. Measurement invariance was found in this three-dimensional measurement model by gender and educational level. The latent means difference analysis showed some differences by gender and educational level on factors of school collective efficacy. Finally, results support our hypotheses related to discriminant and concurrent validity in relation to external variables. Overall, findings indicate this three-dimensional model is useful to measure adolescents’ perceptions of school collective efficacy.
学校集体效能的构建,以防止欺凌已经引起了人们的注意,作为一种方式来增加积极的,全校范围内的气氛。本研究以579名墨西哥青少年为研究对象(年龄分别为14.31岁、1.78岁和14.56岁)和589名女性青少年(年龄分别为1.83岁),对学校集体效能预防(一维、二维和三维)一阶模型的拟合性进行了检验。这些模型通过模型在多大程度上不受性别和教育水平(中学与高中)的影响而得到验证。此外,通过模型维度与其他构念的关系,检验了模型维度的判别效度和并发效度。结果表明,学校集体效能是一个三维结构,具有凝聚力、学生社会控制和教师社会控制三个维度的支持证据。该三维测量模型在性别和教育程度上存在测量不变性。潜均值差异分析显示,性别、文化程度对学校集体效能的影响存在一定差异。最后,结果支持我们的假设有关区分效度和并发效度与外部变量的关系。总体而言,研究结果表明,该三维模型有助于测量青少年对学校集体效能的感知。
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引用次数: 5
Sex Differences in Adolescent Bullying Behaviours 青少年欺凌行为的性别差异
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2021-02-11 DOI: 10.5093/PI2021A1
Sandra Feijóo, James O’Higgins‐Norman, Mairéad Foody, Rafael Pichel, Teresa Braña, Jesús A. Varela, Antonio Rial
In recent decades there has been a progressive increase in concern and research into the problems of peer aggression, both in the educational setting and more recently, online. The present study sought to explore sex differences in traditional bullying and cyberbullying, since current literature has not reached a consensus in how bullying involvement could be moderated by sex. The sample consisted of 3,174 adolescents aged 12-17 years old who completed a paper survey which included the European Bullying Intervention Project Questionnaire and the European Cyberbullying Intervention Project Questionnaire. The main results found no differences in cyberbullying rates for boys and girls. In the case of bullying, there were more bully-victims among the boys, but no differences were found in the pure victims or pure perpetrators. When analysing the specific bullying behaviours suffered or perpetrated, several differences were found. However, said differences were discrete and it seems that there are not distinctly differentiated bullying patterns, which discourages the use of clearly differentiated preventive strategies for boys and girls.
近几十年来,无论是在教育环境中,还是最近在网上,对同伴攻击问题的关注和研究都在逐渐增加。本研究试图探索传统欺凌和网络欺凌中的性别差异,因为目前的文献尚未就性别如何调节欺凌行为达成共识。样本包括3174名12-17岁的青少年,他们完成了一项论文调查,其中包括欧洲欺凌干预项目问卷和欧洲网络欺凌干预项目调查问卷。主要结果发现,男孩和女孩的网络欺凌率没有差异。在欺凌案件中,男孩中的欺凌受害者更多,但在纯粹的受害者和纯粹的施暴者中没有发现差异。在分析遭受或实施的具体欺凌行为时,发现了一些差异。然而,上述差异是离散的,似乎没有明显区别的欺凌模式,这阻碍了对男孩和女孩使用明显区别的预防策略。
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引用次数: 24
Measuring parent positive support of social communication among toddlers with autism: a systematic review 测量自闭症幼儿父母对社会沟通的积极支持:一项系统综述
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2020-12-14 DOI: 10.5093/pi2020a20
Danielle M. Moore, Kathleen M Baggett, Brian Barger
There are no systematic reviews of the use of parent-child interaction measures employed within studies examining the effects of parent-mediated intervention on toddlers with autism. Best practices recommend using parent-child interaction measures to assess whether interventions aimed at strengthening parent-child interactions are functioning as intended. A systematic review of parent-mediated early intervention studies of toddlers with autism was conducted. The purpose was to examine the use of parent-child interaction measures to assess parent positive support of toddler social communication and report feasibility characteristics for early interventionist practitioners. Experimental parent-mediated intervention studies of social communication among children with autism younger than 36 months were identified. Measurement approaches to parent support of social communication were quantified. Of 25 studies, only 7 studies reported parent and child outcomes using an instrument designed to measure the construct of parent support of child social communication during observed parent-child interaction. Measures reported are of limited relevance for early intervention practitioners due to administration burden and lack of feasibility for repeated measurement of progress toward increasing parent support of toddler social communication. This study highlights the need for feasible practitioner tools for monitoring progress of parent support of social communication for toddlers with autism.
在研究父母介导的干预对自闭症幼儿的影响的研究中,没有对亲子互动措施的使用进行系统的审查。最佳做法建议使用亲子互动措施来评估旨在加强亲子互动的干预措施是否按预期发挥作用。对父母介导的自闭症幼儿早期干预研究进行了系统综述。目的是研究亲子互动措施的使用,以评估父母对幼儿社会沟通的积极支持,并报告早期干预从业者的可行性特征。对36个月以下自闭症儿童的社会沟通进行了父母介导的实验性干预研究。对父母社会沟通支持的测量方法进行了量化。在25项研究中,只有7项研究报告了父母和儿童的结果,该工具旨在测量观察到的亲子互动过程中父母对儿童社会沟通的支持结构。报告的措施对早期干预从业者的相关性有限,因为管理负担和重复测量增加父母对幼儿社交支持的进展缺乏可行性。这项研究强调,需要可行的从业者工具来监测自闭症幼儿父母对社会沟通的支持进展。
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引用次数: 5
Influencers and connectors in community prevention of drug abuse: balance between multi-site consistency and local community fit in program implementation 社区预防药物滥用中的影响者和联系者:方案执行中多地点一致性和当地社区契合度之间的平衡
IF 4.8 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Pub Date : 2020-12-14 DOI: 10.5093/pi2020a9
I. Maya-Jariego, D. Holgado
The simultaneous implementation of a program in multiple sites poses a challenge for the adequate coordination and internal consistency of an intervention. The operation of the network of program facilitators can be critical for effectiveness and community adjustment of such interventions. In this paper, we conducted a case study of a community prevention program for drug addiction applied in a large group of cities in Andalusia, in southern Spain. The aim was to explore how integrated planning and local adaptation are combined in community prevention, through the collaboration network between program facilitators. For this aim, we analyze and describe two types of relevant roles of local facilitators: those that have a central coordinating role, versus peripheral “connectors”, which have a bridge role between different geographical areas. The network of the “Cities against Drugs” program in the province of Seville (n = 45) showed a core-periphery structure, with coordination patterns clearly influenced by the geographical location of facilitators. The capital and its metropolitan area not only have greater geographic centrality but also a central role in the social network. On the other hand, the role of “connectors” seems to be functional to avoid the fragmentation of the remotest regional nuclei. Finally, we discuss the tension between central coordination of the program and the adaptation to peculiarities of each local context.
在多个地点同时实施一个项目对干预的充分协调和内部一致性提出了挑战。项目促进者网络的运作对于此类干预措施的有效性和社区调整至关重要。在本文中,我们对西班牙南部安达卢西亚的一大批城市实施的社区吸毒预防计划进行了案例研究。其目的是探索如何通过项目促进者之间的合作网络,将综合规划和地方适应结合到社区预防中。为此,我们分析和描述了当地促进者的两种相关角色:具有中心协调作用的角色,以及在不同地理区域之间具有桥梁作用的外围“连接器”。塞维利亚省的"禁毒城市"方案网络(n = 45)呈现出核心-外围结构,协调模式明显受到促进者地理位置的影响。首都及其大都市区不仅具有更大的地理中心性,而且在社会网络中也具有中心作用。另一方面,“连接器”的作用似乎是功能性的,以避免最遥远的区域核的分裂。最后,我们讨论了项目的中心协调与适应每个地方文脉的特殊性之间的紧张关系。
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引用次数: 0
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Psychosocial Intervention
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