Association of machine-learning-rated supportive counseling skills with psychotherapy outcome.

Journal: Journal of consulting and clinical psychology
PMID:

Abstract

OBJECTIVE: This study applied a machine-learning-based skill assessment system to investigate the association between supportive counseling skills (empathy, open questions, and reflections) and treatment outcomes. We hypothesized that higher empathy and higher use of open questions and reflections would be associated with greater symptom reduction.

Authors

  • Xinyao Zhang
    RNA Biomedical Institute, Sun Yat-sen Memorial Hospital, Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong, China.
  • Simon B Goldberg
    University of Wisconsin, Madison.
  • Scott A Baldwin
    Department of Psychology, Brigham Young University.
  • Michael J Tanana
    University of Utah.
  • Lauren M Weitzman
    Department of Educational Psychology, University of Utah.
  • Shrikanth S Narayanan
  • David C Atkins
    University of Washington.
  • Zac E Imel
    University of Utah.