no code implementations • 28 Apr 2022 • Victor Ardulov, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan
In order to increase mental health equity among the most vulnerable and marginalized communities, it is important to increase access to high-quality therapists.
no code implementations • 15 Jun 2021 • Zhuohao Chen, Nikolaos Flemotomos, Karan Singla, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan
In particular, we model the global quality as a linear function of the local quality scores, which allows us to update the segment-level quality estimates based on the session-level quality prediction.
no code implementations • 23 Feb 2021 • Nikolaos Flemotomos, Victor R. Martinez, Zhuohao Chen, Torrey A. Creed, David C. Atkins, Shrikanth Narayanan
In this work, we propose a BERT-based model for automatic behavioral scoring of a specific type of psychotherapy, called Cognitive Behavioral Therapy (CBT), where prior work is limited to frequency-based language features and/or short text excerpts which do not capture the unique elements involved in a spontaneous long conversational interaction.
no code implementations • 15 May 2020 • Zhuohao Chen, Nikolaos Flemotomos, Victor Ardulov, Torrey A. Creed, Zac E. Imel, David C. Atkins, Shrikanth Narayanan
We propose a novel method to augment the word-based features with the utterance level tags for subsequent CBT code estimation.