Predicting first session working alliances using deep learning algorithms: A proof-of-concept study for personalized psychotherapy.

This study showed that the inclusion of therapist-level indicators can improve the performance of a predictive model in predicting working alliances. This model could assist clinical decisions on choosing psychotherapists for patients and may also initiate new possibilities for future research.