Association of machine-learning-rated supportive counseling skills with psychotherapy outcome.
Zhang X; Goldberg SB; Baldwin SA; Tanana MJ; Weitzman LM; Narayanan SS; Atkins DC; Imel ZE · 2025 · Journal of consulting and clinical psychology
WASTE classifies this as Negative / Null Result Report · AI classification, approximate
The study found no significant effect — useful as a negative control or null benchmark for your own design.
Abstract (excerpt)
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…
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Metadata source: Europe PMC · DOI 10.1037/ccp0000935