Pub Date : 2025-02-03DOI: 10.1080/10503307.2025.2457398
Mick Cooper, David Saxon, Charlie Duncan, Robert Scruggs, Michael Barkham, Peter Bower, Karen Cromarty, Peter Pearce, Megan Rose Stafford
Objective: Our primary aim was to assess the associations between outcomes and therapist interpersonal skills (TIS) of empathy, congruence, regard, and unconditionality, as rated by young people. We also aimed to compare these associations against outcome-alliance associations, and to assess whether these associations were specific to a TIS-prioritizing therapeutic practice.
Methods: Our primary sample was 167 13-16-year-olds who exhibited emotional symptoms and received up to 10 weeks of school-based humanistic counseling plus pastoral care as usual (SBHC + PCAU). Young people were predominantly female (76%), with 45% Black or other minoritized identity. We measured TIS with the Barrett Lennard Relationship Inventory; and used linear regression modeling to assess TIS associations with outcomes on psychological distress, wellbeing, and satisfaction.
Results: TIS, most markedly congruence, were significantly associated with outcomes, contributing approximately 3% of change. TIS and alliance explained similar proportions of outcomes, with a model including only congruence showing the best fit on psychological distress and wellbeing. We did not find consistent evidence that the TIS-outcome association was specific to humanistic counseling.
Conclusion: Therapists and lay professionals working with young people should strive to develop their interpersonal skills-particularly congruence-within the context of other relationship skills, qualities, and characteristics.
{"title":"Therapist Interpersonal Skills and Outcomes for Young People.","authors":"Mick Cooper, David Saxon, Charlie Duncan, Robert Scruggs, Michael Barkham, Peter Bower, Karen Cromarty, Peter Pearce, Megan Rose Stafford","doi":"10.1080/10503307.2025.2457398","DOIUrl":"https://doi.org/10.1080/10503307.2025.2457398","url":null,"abstract":"<p><strong>Objective: </strong>Our primary aim was to assess the associations between outcomes and therapist interpersonal skills (TIS) of empathy, congruence, regard, and unconditionality, as rated by young people. We also aimed to compare these associations against outcome-alliance associations, and to assess whether these associations were specific to a TIS-prioritizing therapeutic practice.</p><p><strong>Methods: </strong>Our primary sample was 167 13-16-year-olds who exhibited emotional symptoms and received up to 10 weeks of school-based humanistic counseling plus pastoral care as usual (SBHC + PCAU). Young people were predominantly female (76%), with 45% Black or other minoritized identity. We measured TIS with the Barrett Lennard Relationship Inventory; and used linear regression modeling to assess TIS associations with outcomes on psychological distress, wellbeing, and satisfaction.</p><p><strong>Results: </strong>TIS, most markedly congruence, were significantly associated with outcomes, contributing approximately 3% of change. TIS and alliance explained similar proportions of outcomes, with a model including only congruence showing the best fit on psychological distress and wellbeing. We did not find consistent evidence that the TIS-outcome association was specific to humanistic counseling.</p><p><strong>Conclusion: </strong>Therapists and lay professionals working with young people should strive to develop their interpersonal skills-particularly congruence-within the context of other relationship skills, qualities, and characteristics.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"1-15"},"PeriodicalIF":2.6,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143123818","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}
Pub Date : 2025-02-03DOI: 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.
{"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":"https://doi.org/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":"1-12"},"PeriodicalIF":2.6,"publicationDate":"2025-02-03","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}
Pub Date : 2025-02-01Epub Date: 2024-01-30DOI: 10.1080/10503307.2023.2294888
Rolf Sandell, Fredrik Falkenström, Martin Svensson, Thomas Nilsson, Håkan Johansson, Gardar Viborg, Sean Perrin
Objective: The objective was to test the hypothesis that externalizing and internalizing helpfulness beliefs and learning styles at baseline moderate panic severity and overall mental illness as short-term and long-term outcomes of two panic-focused psychotherapies, Panic Control Treatment (PCT) and Panic-Focused Psychodynamic Psychotherapy (PFPP).
Method: Participants were 108 adults with DSM-IV Panic Disorder with or without Agoraphobia (PD/A) who were randomized to treatment in a trial of PCT and PFPP. Piece-wise/segmented multilevel modeling was used to test three-way interactions (Treatments × Moderator × Time), with participants and therapists as random factors. Outcome variables were clinician-rated panic severity and self-rated mental illness post-treatment and during follow-up.
Results: Patients' externalizing (but not internalizing) helpfulness beliefs moderated mental illness outcomes during follow-up (but not during treatment); low levels of Externalization were facilitative for PFPP but not PCT. Internalizing and externalizing helpfulness beliefs and learning style did not moderate clinician-rated panic severity, whether short- or long-term.
Conclusions: These results suggest that helpfulness beliefs and learning style have limited use in assignment to either PCT or PFPP for PD/A. Although further research is needed, low levels of helpfulness beliefs about externalizing coping may play a role in mental illness outcomes for PFPP.
{"title":"Moderators of short- and long-term outcomes in panic control treatment and panic-focused psychodynamic psychotherapy.","authors":"Rolf Sandell, Fredrik Falkenström, Martin Svensson, Thomas Nilsson, Håkan Johansson, Gardar Viborg, Sean Perrin","doi":"10.1080/10503307.2023.2294888","DOIUrl":"10.1080/10503307.2023.2294888","url":null,"abstract":"<p><strong>Objective: </strong>The objective was to test the hypothesis that externalizing and internalizing helpfulness beliefs and learning styles at baseline moderate panic severity and overall mental illness as short-term and long-term outcomes of two panic-focused psychotherapies, Panic Control Treatment (PCT) and Panic-Focused Psychodynamic Psychotherapy (PFPP).</p><p><strong>Method: </strong>Participants were 108 adults with DSM-IV Panic Disorder with or without Agoraphobia (PD/A) who were randomized to treatment in a trial of PCT and PFPP. Piece-wise/segmented multilevel modeling was used to test three-way interactions (Treatments × Moderator × Time), with participants and therapists as random factors. Outcome variables were clinician-rated panic severity and self-rated mental illness post-treatment and during follow-up.</p><p><strong>Results: </strong>Patients' externalizing (but not internalizing) helpfulness beliefs moderated mental illness outcomes during follow-up (but not during treatment); low levels of Externalization were facilitative for PFPP but not PCT. Internalizing and externalizing helpfulness beliefs and learning style did not moderate clinician-rated panic severity, whether short- or long-term.</p><p><strong>Conclusions: </strong>These results suggest that helpfulness beliefs and learning style have limited use in assignment to either PCT or PFPP for PD/A. Although further research is needed, low levels of helpfulness beliefs about externalizing coping may play a role in mental illness outcomes for PFPP.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"271-281"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139643148","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}
Pub Date : 2025-02-01Epub Date: 2024-06-11DOI: 10.1080/10503307.2024.2361432
Virpi-Liisa Kykyri, Petra Nyman-Salonen, Wolfgang Tschacher, Anu Tourunen, Markku Penttonen, Jaakko Seikkula
Objective: This exploratory study investigated the association between interpersonal movement and physiological synchronies, emotional processing, and the conversational structure of a couple therapy session using a multimodal, mixed-method approach.
Method: The video recordings of a couple therapy session, in which the participants' electrodermal activity was recorded, were analyzed. The session was divided into topical episodes, a qualitative analysis was conducted on each topical episode's emotional aspects, conversational structure and content. In addition, movement and physiological synchrony were calculated in each topical episode. Regression models were used to discover the associations between qualitative variables and synchronies.
Results: Physiological synchrony was associated with the emotional aspects of the session and to episodes in which the spouses' relationship was addressed, while movement synchrony was only related to emotional valence. No association between synchrony and conversational structure was found.
Conclusion: The findings suggest that physiological and movement synchrony play distinct roles in psychotherapy. The exploratory study sheds light on the association between momentary synchrony, emotions, and conversational structure in a couple therapy session.
{"title":"Exploring the role of emotions and conversation content in interpersonal synchrony: A case study of a couple therapy session.","authors":"Virpi-Liisa Kykyri, Petra Nyman-Salonen, Wolfgang Tschacher, Anu Tourunen, Markku Penttonen, Jaakko Seikkula","doi":"10.1080/10503307.2024.2361432","DOIUrl":"10.1080/10503307.2024.2361432","url":null,"abstract":"<p><strong>Objective: </strong>This exploratory study investigated the association between interpersonal movement and physiological synchronies, emotional processing, and the conversational structure of a couple therapy session using a multimodal, mixed-method approach.</p><p><strong>Method: </strong>The video recordings of a couple therapy session, in which the participants' electrodermal activity was recorded, were analyzed. The session was divided into topical episodes, a qualitative analysis was conducted on each topical episode's emotional aspects, conversational structure and content. In addition, movement and physiological synchrony were calculated in each topical episode. Regression models were used to discover the associations between qualitative variables and synchronies.</p><p><strong>Results: </strong>Physiological synchrony was associated with the emotional aspects of the session and to episodes in which the spouses' relationship was addressed, while movement synchrony was only related to emotional valence. No association between synchrony and conversational structure was found.</p><p><strong>Conclusion: </strong>The findings suggest that physiological and movement synchrony play distinct roles in psychotherapy. The exploratory study sheds light on the association between momentary synchrony, emotions, and conversational structure in a couple therapy session.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"190-206"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141307166","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}
Pub Date : 2025-02-01Epub Date: 2024-01-07DOI: 10.1080/10503307.2023.2297994
Thomas L Rodebaugh, Jason T Grossman, Natasha A Tonge, Jin Shin, Madelyn R Frumkin, Chavez R Rodriguez, Esteban G Ortiz, Marilyn L Piccirillo
Objective: Theories assert that avoidance maintains maladaptive anxiety over time, yet a clear prospective test of this effect in the day-by-day lives of people with social anxiety disorder (SAD) is lacking.
Method: We used intensive longitudinal data to test prospective relationships between social fear and social avoidance in 32 participants with SAD who reported on a total of 4256 time points.
Results: Results suggested that avoidance strongly predicted future anxiety, but only in a minority of people with SAD. Relationships between anxiety and avoidance varied considerably across individuals. Pre-registered tests found that the strength of autocorrelation for social fear is a good target for future testing of prediction of exposure response. Participants with lower autocorrelations were less likely to show between-session habituation.
Conclusions: Overall, results suggest avoidance maintains fear in SAD for at least some individuals, but also indicates considerable variability. Further intensive longitudinal data is needed to examine individuals with SAD across varying time courses.
目的:理论认为回避会使适应性焦虑长期存在:有理论认为,回避会长期维持适应不良的焦虑,但目前还缺乏对社交焦虑症(SAD)患者日常生活中这种影响的明确前瞻性测试:我们利用密集的纵向数据,对 32 名 SAD 患者的社交恐惧和社交回避之间的前瞻性关系进行了测试,这些患者共报告了 4256 个时间点:结果:结果表明,回避强烈地预测了未来的焦虑,但这只在少数 SAD 患者中存在。焦虑与回避之间的关系因人而异。预注册测试发现,社交恐惧的自相关强度是未来测试暴露反应预测的一个很好的目标。自相关性较低的受试者不太可能表现出会话间习惯化:总之,研究结果表明,至少在某些个体中,回避能维持 SAD 中的恐惧,但也显示出相当大的变异性。我们需要更多的深入纵向数据来研究患有 SAD 的个体在不同时间过程中的表现。
{"title":"Avoidance and fear day by day in social anxiety disorder.","authors":"Thomas L Rodebaugh, Jason T Grossman, Natasha A Tonge, Jin Shin, Madelyn R Frumkin, Chavez R Rodriguez, Esteban G Ortiz, Marilyn L Piccirillo","doi":"10.1080/10503307.2023.2297994","DOIUrl":"10.1080/10503307.2023.2297994","url":null,"abstract":"<p><strong>Objective: </strong>Theories assert that avoidance maintains maladaptive anxiety over time, yet a clear prospective test of this effect in the day-by-day lives of people with social anxiety disorder (SAD) is lacking.</p><p><strong>Method: </strong>We used intensive longitudinal data to test prospective relationships between social fear and social avoidance in 32 participants with SAD who reported on a total of 4256 time points.</p><p><strong>Results: </strong>Results suggested that avoidance strongly predicted future anxiety, but only in a minority of people with SAD. Relationships between anxiety and avoidance varied considerably across individuals. Pre-registered tests found that the strength of autocorrelation for social fear is a good target for future testing of prediction of exposure response. Participants with lower autocorrelations were less likely to show between-session habituation.</p><p><strong>Conclusions: </strong>Overall, results suggest avoidance maintains fear in SAD for at least some individuals, but also indicates considerable variability. Further intensive longitudinal data is needed to examine individuals with SAD across varying time courses.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"282-295"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139378567","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}
Pub Date : 2025-02-01Epub Date: 2024-05-16DOI: 10.1080/10503307.2024.2352752
Johann R Kleinbub, Giovanna Esposito, Anna S Cutolo, Arianna Palmieri, Miguel M Gonçalves
Objective: Interpersonal synchronization is increasingly studied as a biomarker of empathy, therapeutic alliance, and treatment outcome. However, most studies average data over sessions, leaving associations between synchrony and actual interactions largely unexplored. We aim to showcase a novel approach examining synchronization during specific micro-processes: Innovative Moments (IM) as markers of exceptions to clients' problematic patterns of meaning.
Methods: Electrodermal activity was recorded over 15 sessions of a psychodynamic psychotherapy single case. Moment-to-moment patient-therapist synchrony was calculated using the Adaptive Matching Interpolated Correlations (AMICo) algorithm. The Innovative Moments Coding System was utilized to identify IMs within session transcripts with precise timing. Monte-Carlo permutation tests were conducted to examine the association between physiological synchrony and IM Levels of increasing complexity (Levels 1-3).
Results: Higher-than-random synchronization emerged during Level 3 IMs (p = 0.046; d = 0.21) but not in lower Levels. Post-hoc qualitative analyses linked high synchrony to sub-processes of Level 3 IMs, such as positive contrasts and attributions for change.
Conclusion: Our findings show it is possible to link moment-by-moment physiological co-regulation to theoretically identified meaning-making processes. While generalization of these observations is undue, this work demonstrates a robust and promising application of a multimodal approach to investigating psychotherapy, providing insights into both the clinical case and the theoretical model adopted.
研究目的作为移情、治疗联盟和治疗效果的生物标志物,人际同步的研究越来越多。然而,大多数研究都是将疗程数据平均化,这在很大程度上忽略了同步性与实际互动之间的联系。我们旨在展示一种新颖的方法,研究特定微过程中的同步性:创新时刻(IM)作为客户问题意义模式例外情况的标记:方法:对一个心理动力学心理治疗个案的 15 个疗程的电热活动进行记录。使用自适应匹配插值相关性(AMICo)算法计算患者与治疗师之间的同步性。创新时刻编码系统用于识别疗程记录中具有精确时间的 IM。通过蒙特卡洛置换检验,研究了生理同步性与复杂程度不断增加的 IM 级别(1-3 级)之间的关联:结果:在第 3 级即时信息中(p = 0.046; d = 0.21)出现了高于随机的同步性,但在较低级别的即时信息中却没有出现。事后定性分析将高同步性与第 3 级即时信息的子过程联系起来,如积极对比和变化归因:我们的研究结果表明,可以将每时每刻的生理共同调节与理论上确定的意义生成过程联系起来。虽然将这些观察结果一概而论是不适当的,但这项工作展示了多模态方法在调查心理治疗方面的稳健而有前途的应用,为临床案例和所采用的理论模型提供了启示。
{"title":"Physiological synchronization and innovative moments in psychotherapy: A single-case study of micro-process.","authors":"Johann R Kleinbub, Giovanna Esposito, Anna S Cutolo, Arianna Palmieri, Miguel M Gonçalves","doi":"10.1080/10503307.2024.2352752","DOIUrl":"10.1080/10503307.2024.2352752","url":null,"abstract":"<p><strong>Objective: </strong>Interpersonal synchronization is increasingly studied as a biomarker of empathy, therapeutic alliance, and treatment outcome. However, most studies average data over sessions, leaving associations between synchrony and actual interactions largely unexplored. We aim to showcase a novel approach examining synchronization during specific micro-processes: Innovative Moments (IM) as markers of exceptions to clients' problematic patterns of meaning.</p><p><strong>Methods: </strong>Electrodermal activity was recorded over 15 sessions of a psychodynamic psychotherapy single case. Moment-to-moment patient-therapist synchrony was calculated using the Adaptive Matching Interpolated Correlations (AMICo) algorithm. The Innovative Moments Coding System was utilized to identify IMs within session transcripts with precise timing. Monte-Carlo permutation tests were conducted to examine the association between physiological synchrony and IM Levels of increasing complexity (Levels 1-3).</p><p><strong>Results: </strong>Higher-than-random synchronization emerged during Level 3 IMs (<i>p</i> = 0.046; d = 0.21) but not in lower Levels. Post-hoc qualitative analyses linked high synchrony to sub-processes of Level 3 IMs, such as positive contrasts and attributions for change.</p><p><strong>Conclusion: </strong>Our findings show it is possible to link moment-by-moment physiological co-regulation to theoretically identified meaning-making processes. While generalization of these observations is undue, this work demonstrates a robust and promising application of a multimodal approach to investigating psychotherapy, providing insights into both the clinical case and the theoretical model adopted.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"223-238"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140960150","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}
Pub Date : 2025-02-01Epub Date: 2025-01-01DOI: 10.1080/10503307.2024.2428702
Katie Aafjes-van Doorn, Marcelo Cicconet, Jeffrey F Cohn, Marc Aafjes
Objective: Session-by-session tracking of the working alliance enables clinicians to detect alliance deterioration and intervene accordingly, which has shown to improve treatment outcome, and reduce dropout. Despite this, regular use of alliance self-report measures has failed to gain widespread implementation. We aimed to develop an automated alliance prediction using behavioral features obtained from video-recorded therapy sessions.
Method: A naturalistic dataset of session recordings with patient-ratings of working alliance was available for 252 in-person and teletherapy sessions from 47 patients treated by 10 clinicians. Text and audio-based features were extracted from all 252 sessions. Additional video-based feature extraction was possible for a subsample of 80 sessions. We developed a modeling pipeline for audio and text and for audio, text and video to train machine learning regression models that fuse multimodal features.
Results: Best results were achieved with a Gradient Boosting architecture, when using audio, text, and video features extracted from the patient (ICC = 0.66, Pearson r = 0.70, MAE = 0.33).
Conclusion: Automated alliance prediction from video-recorded therapy sessions is feasible with high accuracy. A data-driven multimodal approach to feature extraction and selection enables powerful models, outperforming previous work.
目的:对工作联盟进行逐节跟踪,使临床医生能够发现联盟恶化并进行相应干预,这已被证明可以改善治疗效果,减少辍学率。尽管如此,定期使用联盟自我报告措施未能得到广泛实施。我们的目标是开发一种自动联盟预测,使用从视频记录治疗过程中获得的行为特征。方法:对10名临床医生治疗的47例患者的252次面对面和远程治疗的会话记录进行自然数据集,并对工作联盟进行患者评分。从所有252个会话中提取了基于文本和音频的特征。对于80个会话的子样本,可以进行额外的基于视频的特征提取。我们为音频和文本以及音频、文本和视频开发了一个建模管道,以训练融合多模态特征的机器学习回归模型。结果:当使用从患者提取的音频、文本和视频特征时,使用Gradient Boosting架构获得了最佳结果(ICC = 0.66, Pearson r = 0.70, MAE = 0.33)。结论:通过视频治疗过程自动预测联盟是可行的,且准确率高。数据驱动的多模态特征提取和选择方法使强大的模型优于以前的工作。
{"title":"Predicting working alliance in psychotherapy: A multi-modal machine learning approach.","authors":"Katie Aafjes-van Doorn, Marcelo Cicconet, Jeffrey F Cohn, Marc Aafjes","doi":"10.1080/10503307.2024.2428702","DOIUrl":"10.1080/10503307.2024.2428702","url":null,"abstract":"<p><strong>Objective: </strong>Session-by-session tracking of the working alliance enables clinicians to detect alliance deterioration and intervene accordingly, which has shown to improve treatment outcome, and reduce dropout. Despite this, regular use of alliance self-report measures has failed to gain widespread implementation. We aimed to develop an automated alliance prediction using behavioral features obtained from video-recorded therapy sessions.</p><p><strong>Method: </strong>A naturalistic dataset of session recordings with patient-ratings of working alliance was available for 252 in-person and teletherapy sessions from 47 patients treated by 10 clinicians. Text and audio-based features were extracted from all 252 sessions. Additional video-based feature extraction was possible for a subsample of 80 sessions. We developed a modeling pipeline for audio and text and for audio, text and video to train machine learning regression models that fuse multimodal features.</p><p><strong>Results: </strong>Best results were achieved with a Gradient Boosting architecture, when using audio, text, and video features extracted from the patient (ICC = 0.66, Pearson <i>r </i>= 0.70, MAE = 0.33).</p><p><strong>Conclusion: </strong>Automated alliance prediction from video-recorded therapy sessions is feasible with high accuracy. A data-driven multimodal approach to feature extraction and selection enables powerful models, outperforming previous work.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"256-270"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142915979","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}
Pub Date : 2025-02-01Epub Date: 2024-02-01DOI: 10.1080/10503307.2024.2308141
David Kealy, Paul L Hewitt, Ingrid Söchting, Samuel F Mikail, Martin M Smith, Gordon L Flett, Sabrina Ge, Anna Kristen, Zarina Giannone
Objective: This randomized controlled trial investigated the efficacy of dynamic relational group therapy (DRT) relative to group psychodynamic supportive therapy (PST) in improving perfectionism-related attitudes and components of the perfectionistic self-relationship. Method: Based on a comprehensive conceptualization of perfectionism, 80 community-recruited, highly perfectionistic individuals were randomly allocated to 12 sessions of group DRT (n = 41; 5 groups) or group PST (n = 39; 5 groups). Patients completed measures of dysfunctional attitudes, self-criticism, self-esteem, and self-reassurance at pre-, mid-, and post-treatment, and six months post-treatment. Results: Multigroup latent growth curve modeling revealed significant (p < .05) decreases in dysfunctional attitudes, concern over mistakes, two types of self-criticism, and self-esteem problems, along with a significant increase in self-reassurance, from pre-treatment to six-month follow-up in both DRT and PST. Moderate-to-large between-group differences favoring DRT over PST were found for dysfunctional attitudes and self-reassurance. A majority of patients in both conditions maintained reliable improvement at six-month follow-up in dysfunctional attitudes, concern over mistakes, and self-criticism focused on inadequacy. Conclusion: Findings provide evidence for the use of psychodynamic group therapy approaches in treating perfectionism-related attitudes and self-relational elements of perfectionism, and support the relative efficacy of DRT for dysfunctional attitudes and self-reassurance.
{"title":"A comparison of the effect of two types of brief psychodynamic group therapy on perfectionism-related attitudes, self-relatedness, and self-esteem.","authors":"David Kealy, Paul L Hewitt, Ingrid Söchting, Samuel F Mikail, Martin M Smith, Gordon L Flett, Sabrina Ge, Anna Kristen, Zarina Giannone","doi":"10.1080/10503307.2024.2308141","DOIUrl":"10.1080/10503307.2024.2308141","url":null,"abstract":"<p><p><b>Objective:</b> This randomized controlled trial investigated the efficacy of dynamic relational group therapy (DRT) relative to group psychodynamic supportive therapy (PST) in improving perfectionism-related attitudes and components of the perfectionistic self-relationship. <b>Method:</b> Based on a comprehensive conceptualization of perfectionism, 80 community-recruited, highly perfectionistic individuals were randomly allocated to 12 sessions of group DRT (<i>n </i>= 41; 5 groups) or group PST (<i>n</i> = 39; 5 groups). Patients completed measures of dysfunctional attitudes, self-criticism, self-esteem, and self-reassurance at pre-, mid-, and post-treatment, and six months post-treatment. <b>Results:</b> Multigroup latent growth curve modeling revealed significant (<i>p</i> < .05) decreases in dysfunctional attitudes, concern over mistakes, two types of self-criticism, and self-esteem problems, along with a significant increase in self-reassurance, from pre-treatment to six-month follow-up in both DRT and PST. Moderate-to-large between-group differences favoring DRT over PST were found for dysfunctional attitudes and self-reassurance. A majority of patients in both conditions maintained reliable improvement at six-month follow-up in dysfunctional attitudes, concern over mistakes, and self-criticism focused on inadequacy. <b>Conclusion:</b> Findings provide evidence for the use of psychodynamic group therapy approaches in treating perfectionism-related attitudes and self-relational elements of perfectionism, and support the relative efficacy of DRT for dysfunctional attitudes and self-reassurance.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"319-336"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139673311","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}
Pub Date : 2025-02-01Epub Date: 2024-01-22DOI: 10.1080/10503307.2023.2292746
Timur Guralnik, Robert G Moulder, Daniel Merom, Sigal Zilcha-Mano
Introduction: Flexibility, the ability of an individual to adapt to environmental changes in ways that facilitate goal attainment, has been proposed as a potential mechanism underlying psychopathology and psychotherapy. In psychotherapy, most findings are based on self-report measures that have important limitations. We propose a multimodal, multi-dyad approach based on a nonlinear dynamical systems framework to capture the complexity of this concept.
Method: A new research paradigm was designed to explore the validity of the proposed conceptual model. The paradigm includes a psychotherapy-like social interaction, during which body movement and facial expressiveness data were collected. We analyzed the data using Hankel Alternative View of Koopmann analysis to reconstruct attractors of the observed behaviors and compare them.
Results: The patterns of behavior in the two cases differ, and differences in the reconstructed attractors correspond with differences in self-report measures and behavior in the interactions.
Conclusions: The case studies show that information provided by a single modality is not enough to provide the full picture, and multiple modalities are needed. These observations can serve as an initial support for our claims that a multi-modal and multi-dyad approach to flexibility can address some of the issues of measurement in the field.
{"title":"A multi-modality and multi-dyad approach to measuring flexibility in psychotherapy.","authors":"Timur Guralnik, Robert G Moulder, Daniel Merom, Sigal Zilcha-Mano","doi":"10.1080/10503307.2023.2292746","DOIUrl":"10.1080/10503307.2023.2292746","url":null,"abstract":"<p><strong>Introduction: </strong>Flexibility, the ability of an individual to adapt to environmental changes in ways that facilitate goal attainment, has been proposed as a potential mechanism underlying psychopathology and psychotherapy. In psychotherapy, most findings are based on self-report measures that have important limitations. We propose a multimodal, multi-dyad approach based on a nonlinear dynamical systems framework to capture the complexity of this concept.</p><p><strong>Method: </strong>A new research paradigm was designed to explore the validity of the proposed conceptual model. The paradigm includes a psychotherapy-like social interaction, during which body movement and facial expressiveness data were collected. We analyzed the data using Hankel Alternative View of Koopmann analysis to reconstruct attractors of the observed behaviors and compare them.</p><p><strong>Results: </strong>The patterns of behavior in the two cases differ, and differences in the reconstructed attractors correspond with differences in self-report measures and behavior in the interactions.</p><p><strong>Conclusions: </strong>The case studies show that information provided by a single modality is not enough to provide the full picture, and multiple modalities are needed. These observations can serve as an initial support for our claims that a multi-modal and multi-dyad approach to flexibility can address some of the issues of measurement in the field.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"239-255"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139521738","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}
Pub Date : 2025-02-01Epub Date: 2024-01-29DOI: 10.1080/10503307.2024.2308149
Eli S Susman, John R Weisz, Katie A McLaughlin, Patrick Coulombe, Spencer C Evans, Kristel Thomassin
Objective: We evaluated whether respiratory sinus arrhythmia (RSA) reactivity and resting RSA-physiological markers reflecting the increase in heart rate with inspiration and decrease during expiration related to parasympathetic influence on the heart-are modifiable and predict symptom change during youth psychotherapy. Methods: Diverse youth (N = 158; ages 7-15; 48.1% female) received the Modular Approach to Therapy for Children and completed pre-treatment (pre), post-treatment (post), and 18-months postbaseline (18Mo) assessments. We measured resting RSA, RSA reactivity during stress induction, and psychopathology symptoms. Results: Pre-to-post and pre-to-18Mo, reactivity decreased, and resting RSA increased. Changes in reactivity and resting RSA, separately, did not predict reduced psychopathology. Yet, decreased reactivity combined with increased resting RSA predicted reduced psychopathology over time, suggesting that observed RSA changes were beneficial for some. Higher dosage of a module utilizing slow-breathing, muscle-relaxation, and imagery predicted greater pre-to-18Mo changes in reactivity and resting RSA, whereas a similar module with less emphasis on slow-breathing did not. Conclusions: Findings raise the possibility that youth reactivity and resting RSA could be modifiable during cognitive behavioral therapy and contribute to the amelioration of psychopathology. More studies are needed to determine whether resting RSA and RSA reactivity are modifiable indices of symptom change in slow-breathing practices and psychotherapy.
Clinicaltrials.gov identifier: NCT03153904, registered May 15, 2017.
{"title":"Is respiratory sinus arrhythmia a modifiable index of symptom change in cognitive behavioral therapy for youth? A pooled-data analysis of a randomized trial.","authors":"Eli S Susman, John R Weisz, Katie A McLaughlin, Patrick Coulombe, Spencer C Evans, Kristel Thomassin","doi":"10.1080/10503307.2024.2308149","DOIUrl":"10.1080/10503307.2024.2308149","url":null,"abstract":"<p><strong>Objective: </strong>We evaluated whether respiratory sinus arrhythmia (RSA) reactivity and resting RSA-physiological markers reflecting the increase in heart rate with inspiration and decrease during expiration related to parasympathetic influence on the heart-are modifiable and predict symptom change during youth psychotherapy. <b>Methods:</b> Diverse youth (<i>N </i>= 158; ages 7-15; 48.1% female) received the <i>Modular Approach to Therapy for Children</i> and completed pre-treatment (pre), post-treatment (post), and 18-months postbaseline (18Mo) assessments. We measured resting RSA, RSA reactivity during stress induction, and psychopathology symptoms. <b>Results:</b> Pre-to-post and pre-to-18Mo, reactivity decreased, and resting RSA increased. Changes in reactivity and resting RSA, separately, did not predict reduced psychopathology. Yet, decreased reactivity combined with increased resting RSA predicted reduced psychopathology over time, suggesting that observed RSA changes were beneficial for some. Higher dosage of a module utilizing slow-breathing, muscle-relaxation, and imagery predicted greater pre-to-18Mo changes in reactivity and resting RSA, whereas a similar module with less emphasis on slow-breathing did not. <b>Conclusions:</b> Findings raise the possibility that youth reactivity and resting RSA could be modifiable during cognitive behavioral therapy and contribute to the amelioration of psychopathology. More studies are needed to determine whether resting RSA and RSA reactivity are modifiable indices of symptom change in slow-breathing practices and psychotherapy.</p><p><strong>Clinicaltrials.gov identifier: </strong>NCT03153904, registered May 15, 2017.</p>","PeriodicalId":48159,"journal":{"name":"Psychotherapy Research","volume":" ","pages":"337-351"},"PeriodicalIF":2.6,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11284247/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139571778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}