Modeling therapist empathy and vocal entrainment in drug addiction counseling. - Bo Xiao 003; Panayiotis G. Georgiou; Zac E. Imel; David C. Atkins; Shrikanth S. Narayanan (INTERSPEECH, 2013)

Modeling therapist empathy through prosody in drug addiction counseling. - Bo Xiao 003; Daniel Bone; Maarten Van Segbroeck; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou; Shrikanth S. Narayanan (INTERSPEECH, 2014)

Assessing empathy using static and dynamic behavior models based on therapist's language in addiction counseling. - Sandeep Nallan Chakravarthula; Bo Xiao 003; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou (INTERSPEECH, 2015)

Analyzing speech rate entrainment and its relation to therapist empathy in drug addiction counseling. - Bo Xiao 003; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou; Shrikanth S. Narayanan (INTERSPEECH, 2015)

Recursive Neural Networks for Coding Therapist and Patient Behavior in Motivational Interviewing. - Michael Tanana; Kevin Hallgren; Zac E. Imel; David C. Atkins; Padhraic Smyth; Vivek Srikumar (CLPsych@HLT-NAACL, 2015)

Developing an Automated Report Card for Addiction Counseling: The Counselor Observer Ratings Expert for MI (CORE-MI). - Tad Hirsch; Geoff Gray; James Gibson; Shrikanth S. Narayanan; Zac E. Imel; David S. Atkins (AMIA, 2016)

A Deep Learning Approach to Modeling Empathy in Addiction Counseling. - James Gibson; Dogan Can; Bo Xiao 003; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou; Shrikanth S. Narayanan (INTERSPEECH, 2016)

Behavioral Coding of Therapist Language in Addiction Counseling Using Recurrent Neural Networks. - Bo Xiao 003; Dogan Can; James Gibson; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou; Shrikanth S. Narayanan (INTERSPEECH, 2016)

Is Sentiment in Movies the Same as Sentiment in Psychotherapy? Comparisons Using a New Psychotherapy Sentiment Database. - Michael Tanana; Aaron Dembe; Christina Soma; Zac E. Imel; David C. Atkins; Vivek Srikumar (CLPsych@HLT-NAACL, 2016)

A technology prototype system for rating therapist empathy from audio recordings in addiction counseling. - Bo Xiao 003; Che-Wei Huang; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou; Shrikanth S. Narayanan (PeerJ Comput. Sci., 2016)

Designing Contestability: Interaction Design, Machine Learning, and Mental Health. - Tad Hirsch; Kritzia Merced; Shrikanth S. Narayanan; Zac E. Imel; David C. Atkins (Conference on Designing Interactive Systems, 2017)

Content Coding of Psychotherapy Transcripts Using Labeled Topic Models. - Garren Gaut; Mark Steyvers; Zac E. Imel; David C. Atkins; Padhraic Smyth (IEEE J. Biomed. Health Informatics, 2017)

"It's hard to argue with a computer": Investigating Psychotherapists' Attitudes towards Automated Evaluation. - Tad Hirsch; Christina Soma; Kritzia Merced; Patty Kuo; Aaron Dembe; Derek D. Caperton; David C. Atkins; Zac E. Imel (Conference on Designing Interactive Systems, 2018)

Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes. - Jie Cao 010; Michael Tanana; Zac E. Imel; Eric Poitras; David C. Atkins; Vivek Srikumar (ACL (1), 2019)

Improving the Prediction of Therapist Behaviors in Addiction Counseling by Exploiting Class Confusions. - Zhuohao Chen; Karan Singla; James Gibson; Dogan Can; Zac E. Imel; David C. Atkins; Panayiotis G. Georgiou; Shrikanth S. Narayanan (ICASSP, 2019)

Identifying Therapist and Client Personae for Therapeutic Alliance Estimation. - Victor R. Martinez; Nikolaos Flemotomos; Victor Ardulov; Krishna Somandepalli; Simon B. Goldberg; Zac E. Imel; David C. Atkins; Shrikanth Narayanan (INTERSPEECH, 2019)

Detecting conversation topics in primary care office visits from transcripts of patient-provider interactions. - Jihyun Park; Dimitrios Kotzias; Patty Kuo; Robert L. Logan IV; Kritzia Merced; Sameer Singh 001; Michael Tanana; Efi Karra Taniskidou; Jennifer Elston-Lafata; David C. Atkins; Ming Tai-Seale; Zac E. Imel; et al. (J. Am. Medical Informatics Assoc., 2019)

A Label Proportions Estimation Technique for Adversarial Domain Adaptation in Text Classification. - Zhuohao Chen; Karan Singla; David C. Atkins; Zac E. Imel; Shrikanth Narayanan (CoRR, 2020)

Feature Fusion Strategies for End-to-End Evaluation of Cognitive Behavior Therapy Sessions. - Zhuohao Chen; Nikolaos Flemotomos; Victor Ardulov; Torrey A. Creed; Zac E. Imel; David C. Atkins; Shrikanth Narayanan (EMBC, 2021)

"Am I A Good Therapist?" Automated Evaluation Of Psychotherapy Skills Using Speech And Language Technologies. - Nikolaos Flemotomos; Victor R. Martinez; Zhuohao Chen; Karan Singla; Victor Ardulov; Raghuveer Peri; Derek D. Caperton; James Gibson; Michael J. Tanana; Panayiotis G. Georgiou; Jake Van Epps; Sarah P. Lord; et al. (CoRR, 2021)

Leveraging Open Data and Task Augmentation to Automated Behavioral Coding of Psychotherapy Conversations in Low-Resource Scenarios. - Zhuohao Chen; Nikolaos Flemotomos; Zac E. Imel; David C. Atkins; Shrikanth Narayanan (EMNLP (Findings), 2022)

Do as I say, not as I do: Therapist Evaluation of a Practice and Supervision Aid. - Patty Kuo; Christina Soma; Katherine Axford; Tad Hirsch; Zac E. Imel; Jake Van Epps (Proc. ACM Hum. Comput. Interact., 2022)

Multi-Label Multi-Task Deep Learning for Behavioral Coding. - James Gibson; David C. Atkins; Torrey A. Creed; Zac E. Imel; Panayiotis G. Georgiou; Shrikanth Narayanan (IEEE Trans. Affect. Comput., 2022)

Logic-driven Indirect Supervision: An Application to Crisis Counseling. - Mattia Medina Grespan; Meghan Broadbent; Xinyao Zhang; Katherine Axford; Brent Kious; Zac E. Imel; Vivek Srikumar (ACL (1), 2023)