Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology

Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor 2022-07 Association for Computational Linguistics Seattle, USA text conference publication clpsych-2022-linguistics https://aclanthology.org/2022.clpsych-1.0/ DEPAC: a Corpus for Depression and Anxiety Detection from Speech Mashrura Tasnim author Malikeh Ehghaghi author Brian Diep author Jekaterina Novikova author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication tasnim-etal-2022-depac 10.18653/v1/2022.clpsych-1.1 https://aclanthology.org/2022.clpsych-1.1/ 2022-07 1 16 The ethical role of computational linguistics in digital psychological formulation and suicide prevention. Martin Orr author Kirsten Van Kessel author Dave Parry author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication orr-etal-2022-ethical 10.18653/v1/2022.clpsych-1.2 https://aclanthology.org/2022.clpsych-1.2/ 2022-07 17 29 Explaining Models of Mental Health via Clinically Grounded Auxiliary Tasks Ayah Zirikly author Mark Dredze author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication zirikly-dredze-2022-explaining 10.18653/v1/2022.clpsych-1.3 https://aclanthology.org/2022.clpsych-1.3/ 2022-07 30 39 Identifying stable speech-language markers of autism in children: Preliminary evidence from a longitudinal telephony-based study Sunghye Cho author Riccardo Fusaroli author Maggie Rose Pelella author Kimberly Tena author Azia Knox author Aili Hauptmann author Maxine Covello author Alison Russell author Judith Miller author Alison Hulink author Jennifer Uzokwe author Kevin Walker author James Fiumara author Juhi Pandey author Christopher Chatham author Christopher Cieri author Robert Schultz author Mark Liberman author Julia Parish-morris author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication cho-etal-2022-identifying 10.18653/v1/2022.clpsych-1.4 https://aclanthology.org/2022.clpsych-1.4/ 2022-07 40 46 Psychotherapy is Not One Thing: Simultaneous Modeling of Different Therapeutic Approaches Maitrey Mehta author Derek Caperton author Katherine Axford author Lauren Weitzman author David Atkins author Vivek Srikumar author Zac Imel author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication mehta-etal-2022-psychotherapy 10.18653/v1/2022.clpsych-1.5 https://aclanthology.org/2022.clpsych-1.5/ 2022-07 47 58 Then and Now: Quantifying the Longitudinal Validity of Self-Disclosed Depression Diagnoses Keith Harrigian author Mark Dredze author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication harrigian-dredze-2022-now 10.18653/v1/2022.clpsych-1.6 https://aclanthology.org/2022.clpsych-1.6/ 2022-07 59 75 Tracking Mental Health Risks and Coping Strategies in Healthcare Workers’ Online Conversations Across the COVID-19 Pandemic Molly Ireland author Kaitlin Adams author Sean Farrell author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication ireland-etal-2022-tracking 10.18653/v1/2022.clpsych-1.7 https://aclanthology.org/2022.clpsych-1.7/ 2022-07 76 88 Are You Really Okay? A Transfer Learning-based Approach for Identification of Underlying Mental Illnesses Ankit Aich author Natalie Parde author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication aich-parde-2022-really 10.18653/v1/2022.clpsych-1.8 https://aclanthology.org/2022.clpsych-1.8/ 2022-07 89 104 Comparing emotion feature extraction approaches for predicting depression and anxiety Hannah Burkhardt author Michael Pullmann author Thomas Hull author Patricia Areán author Trevor Cohen author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication burkhardt-etal-2022-comparing 10.18653/v1/2022.clpsych-1.9 https://aclanthology.org/2022.clpsych-1.9/ 2022-07 105 115 Detecting Suicidality with a Contextual Graph Neural Network Daeun Lee author Migyeong Kang author Minji Kim author Jinyoung Han author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication lee-etal-2022-detecting 10.18653/v1/2022.clpsych-1.10 https://aclanthology.org/2022.clpsych-1.10/ 2022-07 116 125 Identifying Distorted Thinking in Patient-Therapist Text Message Exchanges by Leveraging Dynamic Multi-Turn Context Kevin Lybarger author Justin Tauscher author Xiruo Ding author Dror Ben-zeev author Trevor Cohen author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication lybarger-etal-2022-identifying 10.18653/v1/2022.clpsych-1.11 https://aclanthology.org/2022.clpsych-1.11/ 2022-07 126 136 Learning to Automate Follow-up Question Generation using Process Knowledge for Depression Triage on Reddit Posts Shrey Gupta author Anmol Agarwal author Manas Gaur author Kaushik Roy author Vignesh Narayanan author Ponnurangam Kumaraguru author Amit Sheth author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication gupta-etal-2022-learning 10.18653/v1/2022.clpsych-1.12 https://aclanthology.org/2022.clpsych-1.12/ 2022-07 137 147 Masking Morphosyntactic Categories to Evaluate Salience for Schizophrenia Diagnosis Yaara Shriki author Ido Ziv author Nachum Dershowitz author Eiran Harel author Kfir Bar author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication shriki-etal-2022-masking 10.18653/v1/2022.clpsych-1.13 https://aclanthology.org/2022.clpsych-1.13/ 2022-07 148 157 Measuring Linguistic Synchrony in Psychotherapy Natalie Shapira author Dana Atzil-Slonim author Rivka Tuval Mashiach author Ori Shapira author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication shapira-etal-2022-measuring 10.18653/v1/2022.clpsych-1.14 https://aclanthology.org/2022.clpsych-1.14/ 2022-07 158 176 Nonsuicidal Self-Injury and Substance Use Disorders: A Shared Language of Addiction Salvatore Giorgi author Mckenzie Himelein-wachowiak author Daniel Habib author Lyle Ungar author Brenda Curtis author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication giorgi-etal-2022-nonsuicidal 10.18653/v1/2022.clpsych-1.15 https://aclanthology.org/2022.clpsych-1.15/ 2022-07 177 183 Overview of the CLPsych 2022 Shared Task: Capturing Moments of Change in Longitudinal User Posts Adam Tsakalidis author Jenny Chim author Iman Munire Bilal author Ayah Zirikly author Dana Atzil-Slonim author Federico Nanni author Philip Resnik author Manas Gaur author Kaushik Roy author Becky Inkster author Jeff Leintz author Maria Liakata author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication tsakalidis-etal-2022-overview 10.18653/v1/2022.clpsych-1.16 https://aclanthology.org/2022.clpsych-1.16/ 2022-07 184 198 Approximate Nearest Neighbour Extraction Techniques and Neural Networks for Suicide Risk Prediction in the CLPsych 2022 Shared Task Hermenegildo Fabregat Marcos author Ander Cejudo author Juan Martinez-romo author Alicia Perez author Lourdes Araujo author Nuria Lebea author Maite Oronoz author Arantza Casillas author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication fabregat-marcos-etal-2022-approximate 10.18653/v1/2022.clpsych-1.17 https://aclanthology.org/2022.clpsych-1.17/ 2022-07 199 204 Capturing Changes in Mood Over Time in Longitudinal Data Using Ensemble Methodologies Ana-Maria Bucur author Hyewon Jang author Farhana Ferdousi Liza author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication bucur-etal-2022-capturing 10.18653/v1/2022.clpsych-1.18 https://aclanthology.org/2022.clpsych-1.18/ 2022-07 205 212 Detecting Moments of Change and Suicidal Risks in Longitudinal User Texts Using Multi-task Learning Tayyaba Azim author Loitongbam Gyanendro Singh author Stuart E Middleton author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication azim-etal-2022-detecting 10.18653/v1/2022.clpsych-1.19 https://aclanthology.org/2022.clpsych-1.19/ 2022-07 213 218 Emotionally-Informed Models for Detecting Moments of Change and Suicide Risk Levels in Longitudinal Social Media Data Ulya Bayram author Lamia Benhiba author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication bayram-benhiba-2022-emotionally 10.18653/v1/2022.clpsych-1.20 https://aclanthology.org/2022.clpsych-1.20/ 2022-07 219 225 Exploring transformers and time lag features for predicting changes in mood over time John Culnan author Damian Romero Diaz author Steven Bethard author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication culnan-etal-2022-exploring 10.18653/v1/2022.clpsych-1.21 https://aclanthology.org/2022.clpsych-1.21/ 2022-07 226 231 Multi-Task Learning to Capture Changes in Mood Over Time Prasadith Kirinde Gamaarachchige author Ahmed Husseini Orabi author Mahmoud Husseini Orabi author Diana Inkpen author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication kirinde-gamaarachchige-etal-2022-multi 10.18653/v1/2022.clpsych-1.22 https://aclanthology.org/2022.clpsych-1.22/ 2022-07 232 238 Predicting Moments of Mood Changes Overtime from Imbalanced Social Media Data Falwah Alhamed author Julia Ive author Lucia Specia author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication alhamed-etal-2022-predicting 10.18653/v1/2022.clpsych-1.23 https://aclanthology.org/2022.clpsych-1.23/ 2022-07 239 244 Towards Capturing Changes in Mood and Identifying Suicidality Risk Sravani Boinepelli author Shivansh Subramanian author Abhijeeth Singam author Tathagata Raha author Vasudeva Varma author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication boinepelli-etal-2022-towards 10.18653/v1/2022.clpsych-1.24 https://aclanthology.org/2022.clpsych-1.24/ 2022-07 245 250 WWBP-SQT-lite: Multi-level Models and Difference Embeddings for Moments of Change Identification in Mental Health Forums Adithya V Ganesan author Vasudha Varadarajan author Juhi Mittal author Shashanka Subrahmanya author Matthew Matero author Nikita Soni author Sharath Chandra Guntuku author Johannes Eichstaedt author H Andrew Schwartz author 2022-07 text Proceedings of the Eighth Workshop on Computational Linguistics and Clinical Psychology Ayah Zirikly editor Dana Atzil-Slonim editor Maria Liakata editor Steven Bedrick editor Bart Desmet editor Molly Ireland editor Andrew Lee editor Sean MacAvaney editor Matthew Purver editor Rebecca Resnik editor Andrew Yates editor Association for Computational Linguistics Seattle, USA conference publication v-ganesan-etal-2022-wwbp 10.18653/v1/2022.clpsych-1.25 https://aclanthology.org/2022.clpsych-1.25/ 2022-07 251 258