Computational Psychotherapy Research: Scaling up the evaluation of patient-provider interactions

by Imel, Zac E., Steyvers, Mark, Atkins, David C.
Published in Psychotherapy (Chic) (2014)

Rating Motivational Interviewing Fidelity from Thin Slices

by Caperton, Derek D., Atkins, David C., Imel, Zac E.
Published in Psychol Addict Behav (2018)

Meta-analysis of Dropout in Treatments for Post-traumatic Stress Disorder

by Imel, Zac E., Laska, Kevin, Jakcupcak, Matthew, Simpson, Tracy L.
Published 2013

Scaling up the evaluation of psychotherapy: evaluating motivational interviewing fidelity via statistical text classification

by Atkins, David C, Steyvers, Mark, Imel, Zac E, Smyth, Padhraic
Published 2014

Removing very low-performing therapists: A simulation of performance-based retention in psychotherapy

by Imel, Zac E., Sheng, Elisa, Baldwin, Scott A., Atkins, David C.
Published in Psychotherapy (Chic) (2015)

Technology-enhanced Human Interaction in Psychotherapy

by Imel, Zac E., Caperton, Derek D., Tanana, Michael, Atkins, David C.
Published in J Couns Psychol (2017)

Is Dropout After a First Psychotherapy Visit Always a Bad Outcome?

by Simon, Gregory E, Imel, Zac E, Ludman, Evette J, Steinfeld, Bradley J
Published 2012

Analyzing Multiple Outcomes in Clinical Research Using Multivariate Multilevel Models

by Baldwin, Scott A., Imel, Zac E., Braithwaite, Scott R., Atkins, David C.
Published 2014

Content Coding of Psychotherapy Transcripts Using Labeled Topic Models

by Gaut, Garren, Steyvers, Mark, Imel, Zac E, Atkins, David C, Smyth, Padhraic
Published in IEEE J Biomed Health Inform (2015)

Computational Analysis and Simulation of Empathic Behaviors: A Survey of Empathy Modeling with Behavioral Signal Processing Framework

by Xiao, Bo, Imel, Zac E., Georgiou, Panayiotis, Atkins, David C., Narayanan, Shrikanth S.
Published in Curr Psychiatry Rep (2016)

Designing Contestability: Interaction Design, Machine Learning, and Mental Health

by Hirsch, Tad, Merced, Kritzia, Narayanan, Shrikanth, Imel, Zac E., Atkins, David C.
Published in DIS (Des Interact Syst Conf) (2017)

Mutual influence in therapist competence and adherence to motivational enhancement therapy

by Imel, Zac E., Baer, John S., Martino, Steve, Ball, Samuel A., Carroll, Kathleen M.
Published 2011

"Rate My Therapist": Automated Detection of Empathy in Drug and Alcohol Counseling via Speech and Language Processing

by Xiao, Bo, Imel, Zac E., Georgiou, Panayiotis G., Atkins, David C., Narayanan, Shrikanth S.
Published in PLoS One (2015)

A Comparison of Natural Language Processing Methods for Automated Coding of Motivational Interviewing

by Tanana, Michael, Hallgren, Kevin A., Imel, Zac E., Atkins, David C., Srikumar, Vivek
Published in J Subst Abuse Treat (2016)

More than reflections: Empathy in motivational interviewing includes language style synchrony between therapist and client

by Lord, Sarah Peregrine, Sheng, Elisa, Imel, Zac E., Baer, John, Atkins, David C.
Published in Behav Ther (2014)

Development and Evaluation of ClientBot: Patient-Like Conversational Agent to Train Basic Counseling Skills

by Tanana, Michael J, Soma, Christina S, Srikumar, Vivek, Atkins, David C, Imel, Zac E
Published in J Med Internet Res (2019)

A technology prototype system for rating therapist empathy from audio recordings in addiction counseling

by Xiao, Bo, Huang, Chewei, Imel, Zac E., Atkins, David C., Georgiou, Panayiotis, Narayanan, Shrikanth S.
Published in PeerJ Comput Sci (2016)

A Multivariate Meta-Analysis of Motivational Interviewing Process and Outcome

by Pace, Brian T., Dembe, Aaron, Soma, Christina S., Baldwin, Scott A., Atkins, David C., Imel, Zac E.
Published in Psychol Addict Behav (2017)

“It sounds like…”: A Natural Language Processing Approach to Detecting Counselor Reflections in Motivational Interviewing

by Can, Doğan, Marín, Rebeca A., Georgiou, Panayiotis G., Imel, Zac E., Atkins, David C., Narayanan, Shrikanth S.
Published in J Couns Psychol (2016)

Variability in Motivational Interviewing Adherence Across Sessions, Providers, Sites, and Research Contexts

by Hallgren, Kevin A., Dembe, Aaron, Pace, Brian T., Imel, Zac E., Lee, Christine M., Atkins, David C.
Published in J Subst Abuse Treat (2017)