ArticlePsychotherapy (Chicago, Ill.)2025
Automating the assessment of multicultural orientation through machine learning and natural language processing.
Article in Psychotherapy (Chicago, Ill.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Multimodal assessments of therapist characteristics are largely unrelated to patient outcomes: A preregistered analysis.Clinical psychological science : a journal of the Association for Psychological Science · 2026Article
- Learning Through Simulation: Counselor Trainees' Interactions with ChatGPT as a Client.Behavioral sciences (Basel, Switzerland) · 2025Article
- Development and validation of large language model rating scales for automatically transcribed psychological therapy sessions.Scientific reports · 2025Article
- Developing Therapists' Multicultural Orientation Using Web-Based Deliberate Practice: An Initial Feasibility, Usability, and Acceptability Study.Professional psychology, research and practice · 2024Article
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Authors and funding
8 authors.
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Abstract
Recent scholarship has highlighted the value of therapists adopting a multicultural orientation (MCO) within psychotherapy. A newly developed performance-based measure of MCO capacities exists (MCO-performance task [MCO-PT]) in which therapists respond to video-based vignettes of clients sharing culturally relevant information in therapy. The MCO-PT provides scores related to the three aspects of MCO: cultural humility (i.e., adoption of a nonsuperior and other-oriented stance toward clients), cultural opportunities (i.e., seizing or making moments in session to ask about clients' cultural identities), and cultural comfort (i.e., therapists' comfort in cultural conversations). Although a promising measure, the MCO-PT relies on labor-intensive human coding. The present study evaluated the ability to automate the scoring of the MCO-PT transcripts using modern machine learning and natural language processing methods. We included a sample of 100 participants (
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