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Personalization of structured group psychotherapy through add-on interventions: A potential for active engagement. 通过附加干预的结构化团体心理治疗的个性化:积极参与的潜力。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-02-10 DOI: 10.1080/10503307.2025.2462146
Jasmin Gryesten, Christian Moltu, Stig Poulsen, Elisabeth Belmudez Biering, Kirsten Møller, Kirstine Dichmann, Sidse Marie Arnfred

Objective: Routine Outcome Monitoring (ROM) in group psychotherapy has shown varied results, as personalizing therapy for multiple patients is challenging. This study explored the impact of ROM and individual Add-On Interventions (AOIs) for patients with depression who were not progressing during Group Cognitive Behavioral Therapy (GCBT). We followed the research question, "How can individual AOIs contribute to patients' therapy courses?".

Method: We interviewed patients and therapists involved in GCBT with ROM and individual AOIs prompted by Not-On-Track alerts. Thematic analysis was used to generate themes related to participants' experiences. Three cases were selected to illustrate the structure of the themes.

Results: The main theme, "AOIs: Potential for active engagement," was constituted by seven subthemes concerning the influence of ROM, therapeutic collaboration, shared decision-making, allowing for person-tailored interventions, and the dynamic between group and individual sessions. The potential for active engagement was nurtured through flexible awareness, as patients shifted between a first-person perspective and an external perspective on their therapy process.

Conclusion: Individual AOIs, prompted by patient feedback, could create opportunities for reflection and engagement. However, the impact was shaped by the therapeutic relationships, the shared decision-making process, and the extent to which the AOIs offered complementary approaches to group psychotherapy.

目的:团体心理治疗中的常规结果监测(ROM)显示出不同的结果,因为针对多名患者的个性化治疗具有挑战性。本研究探讨了 ROM 和个体附加干预(AOIs)对在团体认知行为疗法(GCBT)中没有取得进展的抑郁症患者的影响。我们遵循的研究问题是:"个体附加干预如何促进患者的治疗进程?方法:我们对参与 GCBT 的患者和治疗师进行了访谈,访谈内容包括 ROM 和由 "未上轨道 "警报提示的个人 AOI。我们采用了主题分析法来生成与参与者经历相关的主题。我们选择了三个案例来说明主题的结构:结果:主题 "AOIs:结果:主主题 "AOIs:积极参与的潜力 "由七个副主题构成,分别涉及 ROM 的影响、治疗协作、共同决策、允许因人而异的干预以及小组和个人会议之间的动态关系。在治疗过程中,患者在第一人称视角和外部视角之间转换,通过灵活的意识培养了积极参与的潜力:结论:由患者反馈引发的个人 AOI 可以为反思和参与创造机会。然而,治疗关系、共同决策过程以及AOI在多大程度上为团体心理治疗提供了补充方法,都会对治疗效果产生影响。
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引用次数: 0
Maintaining relevance in psychodynamic psychotherapy: A novel approach to discerning between effective vs. ineffective discourse correlated with better session outcomes. 在心理动力学心理治疗中保持相关性:一种区分有效与无效话语与更好的会话结果相关的新方法。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-02-05 DOI: 10.1080/10503307.2025.2455466
Mor Bar, Amit Saad, Noa Weiss, Shlomo Mendlovic

Objective: Maintaining relevance in a psychodynamic dialogue is a nuanced task, requiring therapists to balance between following patients' free associations while avoiding less effective interventions. Identifying less effective sequences of talk is especially challenging given the diversity of psychodynamic approaches and methodological barriers to analyzing session discourse. This study introduces a novel approach using the MATRIX coding system, an evidence-based tool, to differentiate content correlated with better session outcomes.

Method: Transcripts of 367 sessions were coded using the MATRIX. Therapist Out-of-MATRIX utterances, indicating a deviation from core therapeutic focus, were examined for their predictive value. Outcome measures included the next-session alliance and patient functioning scores. Two machine-learning-based models, using the Random Forest algorithm, predicted session-by-session changes in clinical outcomes based on MATRIX codes, and interpreted using the SHapley Additive exPlanations.

Results: Therapist Out-of-MATRIX utterances accurately predicted next-session changes in alliance and patient functioning scores. Our model also identified an optimal dose-effect relationship for the number of Out-of-MATRIX interventions needed for effective therapy session.

Conclusion: This study demonstrates the potential of using contemporary research tools to analyze therapeutic discourse, revealing how psychotherapy produces its benefits. Its scope extends beyond prediction, providing practical recommendations on how to enhance therapists' performance and outcomes.

目的:在心理动力学对话中保持相关性是一项微妙的任务,要求治疗师在遵循患者自由联想的同时避免不太有效的干预。考虑到心理动力学方法的多样性和分析会话话语的方法论障碍,识别不太有效的谈话序列尤其具有挑战性。本研究介绍了一种使用MATRIX编码系统的新方法,这是一种基于证据的工具,可以区分与更好的会话结果相关的内容。方法:采用MATRIX对367次会议的转录本进行编码。治疗师out - matrix话语,表明偏离核心治疗焦点,被检查其预测价值。结果测量包括下次会议联盟和患者功能评分。两个基于机器学习的模型,使用随机森林算法,基于MATRIX代码预测临床结果的每一次变化,并使用SHapley加性解释进行解释。结果:治疗师out - matrix话语准确预测了下一阶段联盟和患者功能评分的变化。我们的模型还确定了有效治疗所需的matrix外干预数量的最佳剂量-效应关系。结论:本研究展示了使用当代研究工具来分析治疗话语的潜力,揭示了心理治疗如何产生其益处。它的范围超出了预测,为如何提高治疗师的表现和结果提供了实用的建议。
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引用次数: 0
Associations between interpersonal synchrony and clients' perception of session quality are moderated by depression severity. 人际同步性与客户对疗程质量的感知之间的关联受抑郁严重程度的调节。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-03-06 DOI: 10.1080/10503307.2025.2462150
Dana Stolowicz-Melman, Dana Atzil-Slonim, Adar Paz, Eran Bar-Kalifa, Eva Gilboa-Schechtman, Ruth Feldman

Objective: Previous research has identified a complex relationship between client-therapist synchrony and therapy outcomes. We investigated the ways in which depression severity influences this relationship.

Method: The sample was comprised of 30 clients undergoing a 16-session supportive-expressive dynamic therapy for depression. Client-therapist interpersonal synchrony was assessed using the Client-Therapist interpersonal Synchrony (CIB) coding system during five pre-selected sessions. After each session, the clients evaluated their satisfaction with the session. We employed multi-level modeling (MLM) to analyze the data.

Results: Sessions characterized by higher levels of interpersonal synchrony were associated with better session quality, both within and between dyads. Depression severity moderated this association, such that the correlation between interpersonal synchrony and session outcome was weaker in dyads where clients reported greater depression severity.

Conclusions: These findings suggest that to facilitate effective synchrony it is important to consider the clients' level of depression.

目的:以往的研究已经确定了客户-治疗师同步与治疗结果之间的复杂关系。我们调查了抑郁症严重程度影响这种关系的方式。方法:样本由30名接受16期支持表达动态治疗的抑郁症患者组成。在五个预先选择的会议中,使用客户-治疗师人际同步(CIB)编码系统评估客户-治疗师人际同步。每次疗程结束后,客户都会评估他们对疗程的满意度。我们采用多层次模型(MLM)对数据进行分析。结果:以较高水平的人际同步为特征的会话与更好的会话质量相关,在两组内部和两组之间都是如此。抑郁严重程度缓和了这种关联,因此,在客户报告抑郁严重程度较高的双组中,人际同步性与会话结果之间的相关性较弱。结论:这些研究结果表明,为了促进有效的同步,考虑来访者的抑郁水平是重要的。
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引用次数: 0
"Vulnerability can breed strength": The role of borderline personality disorder severity in movement synchrony among patients with major depressive disorder. “脆弱可以孕育力量”:边缘型人格障碍严重程度在重度抑郁症患者运动同步中的作用。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-02-05 DOI: 10.1080/10503307.2025.2458174
Galit Peysachov, Manar Shehab, Yael Bouknik, Keren Deres-Cohen, Pavel Goldstein, Sigal Zilcha-Mano

Objective: Patients with Major depressive disorder (MDD) and a comorbid Borderline personality disorder (BPD) show a poorer prognosis for MDD compared to patients without BPD. Little is known about the therapeutic processes underlying this prognosis. The goal of the present study was to investigate whether patients with more severe BPD symptoms experience less strengthening in patient-therapist movement synchrony (MS) throughout treatment, and whether less strengthening in MS is associated with less effective sessions. Method: Ninety-five patients participating in a randomized control trial were assessed for BPD (N = 9) using the Structured Interview for DSM-IV Personality. 1367 video-taped sessions were analyzed for MS using Motion Energy Analysis. Session effectiveness was evaluated following each session using a one-item scale taken from the Helping Skills Measure. Multilevel models were used to assess whether BPD severity predicted MS throughout treatment, and whether MS predicted session effectiveness. Results: Patients with more severe BPD symptoms experienced greater strengthening in MS throughout treatment. Less MS strengthening was associated with less session effectiveness. Conclusion: These findings indicate unique therapeutic processes that characterize individuals with more severe BPD symptoms. Shedding light on these unique processes has the potential to contribute to the personalization of MDD treatment for patients with BPD.

目的:重度抑郁症(MDD)合并边缘型人格障碍(BPD)患者的预后比无BPD患者差。对这种预后的治疗过程知之甚少。本研究的目的是调查在整个治疗过程中,BPD症状更严重的患者在患者-治疗师运动同步(MS)中是否经历了更少的强化,以及MS中更少的强化是否与治疗效果较差有关。方法:随机对照试验95例患者(N = 9)采用DSM-IV人格结构化访谈法进行BPD评估,1367次录像会话采用运动能量分析进行MS分析。每次治疗后,使用帮助技能量表中的单项量表评估治疗效果。多水平模型用于评估BPD严重程度是否预测整个治疗过程中的MS,以及MS是否预测治疗效果。结果:BPD症状越严重的患者在整个治疗过程中MS的强化程度越高。较少的MS强化与较低的会话有效性相关。结论:这些发现表明了具有更严重BPD症状个体特征的独特治疗过程。揭示这些独特的过程有可能有助于BPD患者的MDD治疗个性化。
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引用次数: 0
Development and validation of countertransference feeling and behavior awareness measures in an Italian and American clinician sample. 在意大利和美国临床医生样本中反移情感觉和行为意识测量的发展和验证。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-01-29 DOI: 10.1080/10503307.2025.2455470
Diego Rocco, Francesco De Bei, Attà Negri, Andrea Spoto, Jeffrey A Hayes

Objective: Countertransference (CT) has been shown to interfere with therapy goals, and its management is crucial to desired treatment outcomes. As a first step, a clinician's awareness of their covert and overt CT reactions is critical to successfully managing CT. Research on CT awareness is scarce, however, mainly because of difficulties in empirically investigating and measuring this construct. In this study, we sought to develop and validate two instruments: one to measure CT feelings and one to measure CT behaviors.

Method: We developed the Countertransference Feelings Awareness Measure and the Countertransference Behavior Awareness Measure, both composed of 12 items comprising 3 dimensions: dominant, hostile and distant. A sample of 245 Italian and 110 American clinicians participated in the research. Confirmatory factor analysis was conducted to verify the factor structure of the measures. Reliability and invariance analyses were conducted for both measures and both samples.

Results: Factorial structure, reliability, and configural invariance across nationalities of both measures were confirmed.

Conclusion: These tools should prove useful for future research, supervision, theoretical advances, and clinical application, allowing a deeper understanding of how clinicians' awareness of different elements of their CT experience impacts the outcome of therapy.

目的:反移情(CT)已被证明会干扰治疗目标,其管理对预期的治疗效果至关重要。作为第一步,临床医生对他们隐蔽和公开的CT反应的认识是成功管理CT的关键。然而,关于CT意识的研究很少,主要是因为难以对这种结构进行实证调查和测量。在本研究中,我们试图开发和验证两种工具:一种用于测量CT感受,另一种用于测量CT行为。方法:编制了《反移情情绪意识量表》和《反移情行为意识量表》,共12个项目,包括显性、敌对和疏远三个维度。245名意大利和110名美国临床医生参与了这项研究。进行验证性因子分析,验证措施的因子结构。对两个测量和两个样本进行了信度和不变性分析。结果:两种测量方法的析因结构、信度和构形不变性均得到证实。结论:这些工具将被证明对未来的研究、监督、理论进步和临床应用有用,从而更深入地了解临床医生对其CT经验的不同元素的认识如何影响治疗结果。
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引用次数: 0
Mapping the growth of the CORE system tools in psychotherapy research from 1998 to 2021: Learning from historical evidence. 描绘1998年至2021年心理治疗研究中CORE系统工具的增长:从历史证据中学习。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-02-03 DOI: 10.1080/10503307.2025.2457389
Clara Paz, Alejandro Unda-López, Jorge Valdiviezo-Oña, Juan Fernando Chávez, Jonathan Elias Herrera Criollo, Lizbeth Toscano-Molina, Chris Evans

Background: The Clinical Outcomes in Routine Evaluation (CORE) system was launched in 1998 intended to support the development of practice-based evidence and to reduce the research/practice gap. Since then, CORE instruments have been widely used.

Aims: To map the utilization of the CORE system as reflected in peer-reviewed literature.

Methods: We followed the guidelines for conducting a scoping review.

Results: We identified 721 papers from 1998 to 2021 citing the CORE system, with 636 of them referencing its use in clinical settings. There has been a marked increase in use of the system over that period. All CORE instruments were used at least once, spanning 39 countries and 24 languages. Papers had a broad spectrum of objectives and populations across diagnoses and settings, aligning with the authors' planned versatility for the CORE system.

Conclusions: In the light of the findings, we present a guide to enhance the reporting of work utilizing the CORE system. This could be applied to all practice-based evidence data collection, CORE or otherwise.

背景:临床结果常规评估(CORE)系统于1998年启动,旨在支持基于实践的证据的发展,并减少研究/实践差距。从那时起,CORE仪器得到了广泛的应用。目的:绘制同行评议文献中反映的CORE系统的使用情况。方法:我们遵循指导方针进行范围审查。结果:从1998年到2021年,我们确定了721篇引用CORE系统的论文,其中636篇引用了其在临床环境中的应用。在此期间,该系统的使用有了显著的增加。所有CORE工具都至少使用过一次,涵盖39个国家和24种语言。论文在诊断和设置方面具有广泛的目标和人群,与作者计划的CORE系统的多功能性相一致。结论:根据研究结果,我们提出了一个指南,以加强利用CORE系统的工作报告。这可以应用于所有基于实践的证据数据收集,CORE或其他方式。
{"title":"Mapping the growth of the CORE system tools in psychotherapy research from 1998 to 2021: Learning from historical evidence.","authors":"Clara Paz, Alejandro Unda-López, Jorge Valdiviezo-Oña, Juan Fernando Chávez, Jonathan Elias Herrera Criollo, Lizbeth Toscano-Molina, Chris Evans","doi":"10.1080/10503307.2025.2457389","DOIUrl":"10.1080/10503307.2025.2457389","url":null,"abstract":"<p><strong>Background: </strong>The Clinical Outcomes in Routine Evaluation (CORE) system was launched in 1998 intended to support the development of practice-based evidence and to reduce the research/practice gap. Since then, CORE instruments have been widely used.</p><p><strong>Aims: </strong>To map the utilization of the CORE system as reflected in peer-reviewed literature.</p><p><strong>Methods: </strong>We followed the guidelines for conducting a scoping review.</p><p><strong>Results: </strong>We identified 721 papers from 1998 to 2021 citing the CORE system, with 636 of them referencing its use in clinical settings. There has been a marked increase in use of the system over that period. All CORE instruments were used at least once, spanning 39 countries and 24 languages. Papers had a broad spectrum of objectives and populations across diagnoses and settings, aligning with the authors' planned versatility for the CORE system.</p><p><strong>Conclusions: </strong>In the light of the findings, we present a guide to enhance the reporting of work utilizing the CORE system. This could be applied to all practice-based evidence data collection, CORE or otherwise.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"112-123"},"PeriodicalIF":3.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143123815","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
"I know that all this is me" Pathways of change in complex dissociative disorder. “我知道这一切都是我”复杂分离性障碍的变化途径。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2026-01-01 Epub Date: 2025-02-19 DOI: 10.1080/10503307.2025.2457402
Ingunn Holbæk, Karianne Vrabel, Margrethe Seeger Halvorsen

Objectives: This qualitative study explored changes described by individuals with complex dissociative disorders (CDDs) 2 years after participating in a psychoeducative group. Few recent studies have examined the early changes from incomprehensible reactions to the integration of traumatic events.

Methods: Interviews were conducted with 25 participants with CDD 2 years after completing a 20-week psychoeducative skills training group. Transcripts were analysed using an interpretive phenomenological framework.

Results: Three pathways of change were identified: (1) the ability to be present in life, (2) ways of approaching internal conflicts and (3) the degree of ownership of the self. These pathways illustrate the initial steps towards integration, in which participants start recognizing and confronting previously avoided emotions and experiences. This allows them to better tolerate and accept more of themselves. Processes varied among the participants, with some achieving cohesive integration of challenging memories.

Conclusion: Traditionally, there has been little treatment optimism for individuals with CDD. This study highlights the potential for comprehensive change within 2 years. It contributes to the debate on whether focusing on coping strategies delays trauma memory integration, emphasizing the need for a balance between exposure and coping based on the patient's capacity.

目的:本定性研究探讨了复杂分离性障碍(cdd)患者在参加心理教育小组2年后所描述的变化。最近很少有研究调查了从难以理解的反应到创伤事件整合的早期变化。方法:对25名完成20周心理教育技能培训2年后的CDD患者进行访谈。使用解释现象学框架分析转录本。结果:确定了三种改变途径:(1)在生活中存在的能力;(2)处理内部冲突的方式;(3)对自我的拥有程度。这些途径说明了迈向融合的最初步骤,参与者开始认识和面对以前避免的情绪和经历。这让他们能够更好地容忍和接受自己。参与者的过程各不相同,有些人实现了挑战性记忆的内聚整合。结论:传统上,对CDD患者的治疗很少乐观。这项研究强调了两年内全面改变的潜力。它有助于讨论关注应对策略是否会延迟创伤记忆整合,强调需要根据患者的能力在暴露和应对之间取得平衡。
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引用次数: 0
Incels and psychotherapy: Experiences, attitudes, and resistance to mental-health interventions. Incels和心理治疗:经验、态度和对心理健康干预的抵制。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-12-19 DOI: 10.1080/10503307.2025.2600546
Louis Bachaud, Andrew G Thomas, Macken Murphy

Objective: Men are more reluctant than women to engage with psychotherapy. Incels-an online community of involuntary celibates-have been identified as needing mental health intervention. Despite high rates of depression, suicidality, and social isolation, little is known about their therapy experiences or attitudes.

Methods: We collected 100 psychotherapy discussion threads from incels.is, the largest incel forum. Inductive thematic analysis identified community attitudes toward psychotherapy. We also coded the experiences of 89 users who reported attending therapy, quantitatively assessing therapist gender, motivation, and satisfaction.

Results: Among incels reporting therapy experiences, 70.8% reported negative outcomes and 7.9% reported satisfaction. None of those forced into therapy (25.8%) reported positive outcomes. Thematic analysis revealed barriers to engagement: (1) "blackpill" ideology attributing sexual/romantic deprivation to immutable factors; (2) conspiracy theories framing therapy as designed to sedate and control; (3) view of therapy as female-biased and hostile to men; (4) practical concerns including cost, privacy, and hospitalization.

Conclusions: Incels present intervention challenges due to their fatalistic worldview, institutional distrust, and extreme misogyny. Findings suggest potential benefits of male therapists and clear therapeutic goals that acknowledge but do not promise to resolve romantic concerns.

目的:男性比女性更不愿意接受心理治疗。incels——一个非自愿禁欲的在线社区——被认为需要心理健康干预。尽管抑郁症、自杀率和社会孤立率很高,但人们对他们的治疗经历或态度知之甚少。方法:收集100篇心理治疗讨论帖。是,最大的incel论坛。归纳主题分析确定了社区对心理治疗的态度。我们还编码了89名报告参加治疗的使用者的经历,定量评估治疗师的性别、动机和满意度。结果:在报告治疗经历的细胞中,70.8%报告不良结果,7.9%报告满意。被迫接受治疗的患者(25.8%)均未报告阳性结果。主题分析揭示了订婚障碍:(1)将性/浪漫剥夺归因于不可变因素的“黑丸”意识形态;(2)阴谋论将治疗设计成镇静和控制;(3)治疗观偏向女性,敌视男性;(4)实际问题,包括费用、隐私和住院治疗。结论:女性因其宿命论的世界观、对制度的不信任和极端的厌女症而面临干预挑战。研究结果表明,男性治疗师的潜在好处和明确的治疗目标,承认但不承诺解决浪漫问题。
{"title":"Incels and psychotherapy: Experiences, attitudes, and resistance to mental-health interventions.","authors":"Louis Bachaud, Andrew G Thomas, Macken Murphy","doi":"10.1080/10503307.2025.2600546","DOIUrl":"https://doi.org/10.1080/10503307.2025.2600546","url":null,"abstract":"<p><strong>Objective: </strong>Men are more reluctant than women to engage with psychotherapy. Incels-an online community of involuntary celibates-have been identified as needing mental health intervention. Despite high rates of depression, suicidality, and social isolation, little is known about their therapy experiences or attitudes.</p><p><strong>Methods: </strong>We collected 100 psychotherapy discussion threads from incels.is, the largest incel forum. Inductive thematic analysis identified community attitudes toward psychotherapy. We also coded the experiences of 89 users who reported attending therapy, quantitatively assessing therapist gender, motivation, and satisfaction.</p><p><strong>Results: </strong>Among incels reporting therapy experiences, 70.8% reported negative outcomes and 7.9% reported satisfaction. None of those forced into therapy (25.8%) reported positive outcomes. Thematic analysis revealed barriers to engagement: (1) \"blackpill\" ideology attributing sexual/romantic deprivation to immutable factors; (2) conspiracy theories framing therapy as designed to sedate and control; (3) view of therapy as female-biased and hostile to men; (4) practical concerns including cost, privacy, and hospitalization.</p><p><strong>Conclusions: </strong>Incels present intervention challenges due to their fatalistic worldview, institutional distrust, and extreme misogyny. Findings suggest potential benefits of male therapists and clear therapeutic goals that acknowledge but do not promise to resolve romantic concerns.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"1-15"},"PeriodicalIF":3.0,"publicationDate":"2025-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145783535","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MATCH: client-therapist matching with machine learning. MATCH:客户-治疗师与机器学习相匹配。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-12-15 DOI: 10.1080/10503307.2025.2599248
Seth M Peacock, Ian H Goodin, Ryan K Wood, Connor J McBride, Ammon C Brock, David M Erekson, Zachary M Boyd

Objective: Therapist assignment can have a profound impact on the success of counseling. Accordingly, we present a framework that combines archival data and computer science algorithms to match clients to therapists so that client outcomes are, on average, better than assignment to the next available therapist while respecting each therapist's availability.

Methods: We estimated the association between therapists and clients' outcomes using high-dimensional data from CCAPS-62 and OQ-45 surveys from 2014 to 2019, obtained at a clinic of a large private university (exactly 10,100 courses of therapy). These predictions informed constrained client-therapist matches. We evaluated the method using simulations and statistical tests.

Results: Our model's predictions identified therapist-client pairs that are associated with an average improvement of client outcomes-0.145-3.65 OQ-45 points higher (d = 0.11) than usual, with 95% confidence, evaluated using out-of-sample data. Accounting for constraints on the availability of therapists (largely unconsidered in prior literature), our method could aid in improving outcomes with minimal impact on client wait times and few administrative changes necessary.

Conclusions: Improving client outcomes given therapist constraints through data-driven client-therapist matching might still retain a sizable portion of the benefit of data-driven matching.

目的:治疗师分配对心理咨询的成功有着深远的影响。因此,我们提出了一个框架,结合档案数据和计算机科学算法来匹配客户和治疗师,这样客户的结果,平均而言,比分配给下一个可用的治疗师更好,同时尊重每个治疗师的可用性。方法:我们使用2014年至2019年在一所大型私立大学的诊所获得的CCAPS-62和OQ-45调查的高维数据(确切的10,100个疗程)来估计治疗师和来访者结果之间的关联。这些预测告知约束客户-治疗师匹配。我们使用模拟和统计测试来评估该方法。结果:我们的模型预测确定了治疗师-客户对与客户结果的平均改善相关-比通常高0.145-3.65 OQ-45点(d = 0.11),具有95%的置信度,使用样本外数据进行评估。考虑到对治疗师可用性的限制(在以前的文献中很大程度上没有考虑到),我们的方法可以在对客户等待时间影响最小的情况下帮助改善结果,并且几乎没有必要的行政变更。结论:通过数据驱动的客户-治疗师匹配来改善治疗师约束下的客户结果,可能仍然保留了数据驱动匹配的相当大一部分好处。
{"title":"MATCH: client-therapist matching with machine learning.","authors":"Seth M Peacock, Ian H Goodin, Ryan K Wood, Connor J McBride, Ammon C Brock, David M Erekson, Zachary M Boyd","doi":"10.1080/10503307.2025.2599248","DOIUrl":"https://doi.org/10.1080/10503307.2025.2599248","url":null,"abstract":"<p><strong>Objective: </strong>Therapist assignment can have a profound impact on the success of counseling. Accordingly, we present a framework that combines archival data and computer science algorithms to match clients to therapists so that client outcomes are, on average, better than assignment to the next available therapist while respecting each therapist's availability.</p><p><strong>Methods: </strong>We estimated the association between therapists and clients' outcomes using high-dimensional data from CCAPS-62 and OQ-45 surveys from 2014 to 2019, obtained at a clinic of a large private university (exactly 10,100 courses of therapy). These predictions informed constrained client-therapist matches. We evaluated the method using simulations and statistical tests.</p><p><strong>Results: </strong>Our model's predictions identified therapist-client pairs that are associated with an average improvement of client outcomes-0.145-3.65 OQ-45 points higher (<i>d</i> = 0.11) than usual, with 95% confidence, evaluated using out-of-sample data. Accounting for constraints on the availability of therapists (largely unconsidered in prior literature), our method could aid in improving outcomes with minimal impact on client wait times and few administrative changes necessary.</p><p><strong>Conclusions: </strong>Improving client outcomes given therapist constraints through data-driven client-therapist matching might still retain a sizable portion of the benefit of data-driven matching.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"1-14"},"PeriodicalIF":3.0,"publicationDate":"2025-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145764044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
"I saw him as a human being, just an ordinary young person" therapists' perspectives on therapeutic alliance with youth exhibiting psychopathic traits. “我把他看作一个人,只是一个普通的年轻人”,这是治疗师对与表现出精神病态特征的年轻人进行治疗联盟的观点。
IF 3 1区 心理学 Q2 PSYCHOLOGY, CLINICAL Pub Date : 2025-12-10 DOI: 10.1080/10503307.2025.2600549
Heidi Backman, Klaus Ranta, Marko Manninen, Nina Lindberg, Diana Ribeiro da Silva

Objective: Forming a strong therapeutic alliance (TA) with youth displaying antisocial behavior and psychopathic traits is challenging. This study explores factors influencing TA in therapy informed by Compassion-Focused Therapy (CFT), identifying key themes and strategies. Method: A qualitative study using semi-structured interviews with ten Finnish therapists experienced in working with this population. Participants used a CFT-based intervention designed to reduce psychopathic traits, shame, and fears of compassion. Data were collected between June and October 2024 and analyzed using thematic analysis. Results: Key themes influencing TA included respectful encounter, common humanity, trust, non-judgment, safeness, and stability. Therapists employed warmth, empathy, humor, and self-compassion techniques to strengthen TA. They emphasized consistency, clear communication, emotional validation, and an unhurried therapeutic presence to foster trust and engagement. Conclusion: Despite challenges, a strong TA with youth exhibiting psychopathic traits is achievable and critical for treatment success. CFT's emphasis on empathy, non-judgment, and stability supports TA formation. Specific strategies, such as warmth and consistency, help overcome engagement barriers and facilitate meaningful therapeutic relationships.

目的:与具有反社会行为和精神病态特征的青少年形成强有力的治疗联盟是一项挑战。本研究探讨了以同情为中心的治疗(CFT)中影响TA的因素,确定了关键主题和策略。方法:一项质性研究,采用半结构化访谈,采访了10名在治疗该人群方面经验丰富的芬兰治疗师。参与者使用了一种基于cft的干预,旨在减少精神病态特征、羞耻感和对同情的恐惧。数据收集于2024年6月至10月,并采用主题分析法进行分析。结果:影响TA的关键主题包括尊重相遇、共同人性、信任、非判断、安全性和稳定性。治疗师采用温暖、同理心、幽默和自我同情的技巧来加强TA。他们强调一致性、清晰的沟通、情感确认和从容不躁的治疗,以促进信任和参与。结论:尽管面临诸多挑战,但一个表现出精神病态特征的青年强TA是可以实现的,也是治疗成功的关键。CFT强调同理心、非判断性和稳定性,支持TA的形成。具体的策略,如温暖和一致性,有助于克服参与障碍,促进有意义的治疗关系。
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引用次数: 0
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