A scoping review of machine learning in psychotherapy research.

Machine learning (ML) offers robust statistical and probabilistic techniques that can help to make sense of large amounts of data. This scoping review paper aims to broadly explore the nature of research activity using ML in the context of psychological talk therapies, highlighting the scope of current methods and considerations for clinical practice and directions for future research. Using a systematic search methodology, fifty-one studies were identified.

A Dialectical Behavior Therapy Skills Group in a Psychoanalytic Community Service: A Pilot Study.

This exploratory study reports on the implementation and effectiveness of a 20-week Dialectical Behavior Therapy (DBT) skills group provided to 8 outpatients (7 women, average age 33 years old) within a psychoanalytic community clinic. We report on the practical implementation of this DBT skills group, and describe how the theoretical/technical differences between DBT and psychoanalysis were negotiated by the two co-therapists. The effectiveness of the skills group was evaluated on standardized measures of borderline personality symptoms, depression, anxiety, interpersonal problems, quality of life, and mindfulness skills that patients completed before and after treatment.

Psychotherapy for personal growth? A multicultural and multitheoretical exploration.

Objective: This paper reports on a focus-group discussion of four expert psychotherapy researchers facilitated at an international conference from the Society of Psychotherapy Research. A discussion was facilitated to explore their perspectives on psychotherapy practices of personal growth (intentionally working towards a strengthened sense of autonomy, mastery, and self-acceptance) in different countries (United States, Canada, Argentina, and Chile) and different modalities (psychoanalysis, humanistic therapy, and cognitive behavioral therapy).

Methods: Following the conference, the audio recording of this discussion was transcribed and analyzed using consensual qualitative research methods.

Cognitive mediators of the relationship between adverse childhood experiences and adult psychopathology: A systematic review.

This is the first review to rigorously examine the mediating role of cognitive factors in the relationship between childhood trauma and subsequent adult psychopathology, and highlight areas for future research. A database search (Child Development & Adolescent Studies, ERIC, Global Health, PsycARTICLES, and PsycINFO) was conducted to identify empirical studies on cognitive factors, explaining the relationship between different types of adverse childhood experiences and adult psychopathology across clinical and nonclinical populations. A narrative synthesis and appraisal of the methodological quality of the studies was conducted.