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

Por Imel, Zac E., Steyvers, Mark, Atkins, David C.
Publicado no Psychotherapy (Chic) (2014)

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

Por Imel, Zac E., Laska, Kevin, Jakcupcak, Matthew, Simpson, Tracy L.
Publicado em 2013

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

Por Atkins, David C, Steyvers, Mark, Imel, Zac E, Smyth, Padhraic
Publicado em 2014

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

Por Imel, Zac E., Sheng, Elisa, Baldwin, Scott A., Atkins, David C.
Publicado no Psychotherapy (Chic) (2015)

Technology-enhanced Human Interaction in Psychotherapy

Por Imel, Zac E., Caperton, Derek D., Tanana, Michael, Atkins, David C.
Publicado no J Couns Psychol (2017)

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

Por Simon, Gregory E, Imel, Zac E, Ludman, Evette J, Steinfeld, Bradley J
Publicado em 2012

Analyzing Multiple Outcomes in Clinical Research Using Multivariate Multilevel Models

Por Baldwin, Scott A., Imel, Zac E., Braithwaite, Scott R., Atkins, David C.
Publicado em 2014

Content Coding of Psychotherapy Transcripts Using Labeled Topic Models

Por Gaut, Garren, Steyvers, Mark, Imel, Zac E, Atkins, David C, Smyth, Padhraic
Publicado no IEEE J Biomed Health Inform (2015)

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

Por Xiao, Bo, Imel, Zac E., Georgiou, Panayiotis, Atkins, David C., Narayanan, Shrikanth S.
Publicado no Curr Psychiatry Rep (2016)

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

Por Hirsch, Tad, Merced, Kritzia, Narayanan, Shrikanth, Imel, Zac E., Atkins, David C.
Publicado no DIS (Des Interact Syst Conf) (2017)

Mutual influence in therapist competence and adherence to motivational enhancement therapy

Por Imel, Zac E., Baer, John S., Martino, Steve, Ball, Samuel A., Carroll, Kathleen M.
Publicado em 2011

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

Por Xiao, Bo, Imel, Zac E., Georgiou, Panayiotis G., Atkins, David C., Narayanan, Shrikanth S.
Publicado no PLoS One (2015)

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

Por Tanana, Michael, Hallgren, Kevin A., Imel, Zac E., Atkins, David C., Srikumar, Vivek
Publicado no J Subst Abuse Treat (2016)

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

Por Lord, Sarah Peregrine, Sheng, Elisa, Imel, Zac E., Baer, John, Atkins, David C.
Publicado no Behav Ther (2014)

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

Por Xiao, Bo, Huang, Chewei, Imel, Zac E., Atkins, David C., Georgiou, Panayiotis, Narayanan, Shrikanth S.
Publicado no PeerJ Comput Sci (2016)

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

Por Can, Doğan, Marín, Rebeca A., Georgiou, Panayiotis G., Imel, Zac E., Atkins, David C., Narayanan, Shrikanth S.
Publicado no J Couns Psychol (2016)

Evaluating therapist adherence in motivational interviewing by comparing performance with standardized and real patients

Por Imel, Zac E., Baldwin, Scott A., Baer, John, Hartzler, Bryan, Dunn, Christopher, Rosengren, David, Atkins, David C.
Publicado em 2014

The Association of Therapist Empathy and Synchrony in Vocally Encoded Arousal

Por Imel, Zac E., Barco, Jacqueline S., Brown, Halley J., Baucom, Brian R., Kircher, John C., Baer, John S., Atkins, David C.
Publicado em 2013

Advancing methods for reliably assessing motivational interviewing fidelity using the Motivational Interviewing Skills Code

Por Lord, Sarah Peregrine, Can, Doğan, Yi, Michael, Marin, Rebeca, Dunn, Christopher W., Imel, Zac E., Georgiou, Panayiotis, Narayanan, Shrikanth, Steyvers, Mark, Atkins, David C.
Publicado no J Subst Abuse Treat (2014)

The Validation of an Active Control Intervention for Mindfulness Based Stress Reduction (MBSR)

Por MacCoon, Donal G., Imel, Zac E., Rosenkranz, Melissa A., Sheftel, Jenna G., Weng, Helen Y., Sullivan, Jude C., Bonus, Katherine A., Stoney, Catherine M., Salomons, Tim V., Davidson, Richard J., Lutz, Antoine
Publicado em 2011