Derek D. Caperton
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View article: Machine-Learning-Based Prediction of Client Distress From Session Recordings
Machine-Learning-Based Prediction of Client Distress From Session Recordings Open
Natural language processing (NLP) is a subfield of machine learning that may facilitate the evaluation of therapist–client interactions and provide feedback to therapists on client outcomes on a large scale. However, there have been limite…
View article: Threat alert: The effect of outliers on the alliance–outcome correlation.
Threat alert: The effect of outliers on the alliance–outcome correlation. Open
Meta-analyses have established the alliance as the most robust predictor of outcome in psychotherapy. A growing number of studies have evaluated potential threats to the conclusion that alliance is a
View article: "Am I A Good Therapist?" Automated Evaluation Of Psychotherapy Skills Using Speech And Language Technologies.
"Am I A Good Therapist?" Automated Evaluation Of Psychotherapy Skills Using Speech And Language Technologies. Open
With the growing prevalence of psychological interventions, it is vital to have measures which rate the effectiveness of psychological care, in order to assist in training, supervision, and quality assurance of services. Traditionally, qua…
View article: Romantic relationship memory effects on future romantic relationship forecasts: differences by attachment
Romantic relationship memory effects on future romantic relationship forecasts: differences by attachment Open
The present study experimentally investigated the effects of recalling romantic relationship memories on forecasts for future romantic relationships for people of different attachment orientations. I assessed 133 college students not in a …
View article: "It's hard to argue with a computer"
"It's hard to argue with a computer" Open
We present CORE-MI, an automated evaluation and assessment system that provides feedback to mental health counselors on the quality of their care. CORE-MI is the first system of its kind for psychotherapy, and an early example of applied m…
View article: Rating motivational interviewing fidelity from thin slices.
Rating motivational interviewing fidelity from thin slices. Open
Monitoring fidelity to psychosocial treatments is critical to dissemination, process and outcome research, and internal validity in efficacy trials. However, the costs required to behavior code fidelity to treatments like motivational inte…
View article: Technology-enhanced human interaction in psychotherapy.
Technology-enhanced human interaction in psychotherapy. Open
Psychotherapy is on the verge of a technology-inspired revolution. The concurrent maturation of communication, signal processing, and machine learning technologies begs an earnest look at how these technologies may be used to improve the q…