{ "paper_id": "2021", "header": { "generated_with": "S2ORC 1.0.0", "date_generated": "2023-01-19T12:31:03.936796Z" }, "title": "WHO (World Health Organization), Suicide Fact Sheet, September 2", "authors": [ { "first": "Kate", "middle": [], "last": "Niederhoffer", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Knowable", "middle": [], "last": "Research", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Rebecca", "middle": [], "last": "Resnik", "suffix": "", "affiliation": {}, "email": "" }, { "first": "", "middle": [], "last": "Associates", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Sean", "middle": [], "last": "Macavaney", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Munmun", "middle": [], "last": "De Choudhury", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Georgia", "middle": [], "last": "Tech", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Matthew", "middle": [], "last": "Nock", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Glen", "middle": [], "last": "Coppersmith", "suffix": "", "affiliation": {}, "email": "" }, { "first": "", "middle": [], "last": "Qntfy", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Daniel", "middle": [], "last": "Preotiuc-Pietro", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Bloomberg", "middle": [], "last": "Lp", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Jessica", "middle": [], "last": "Yu", "suffix": "", "affiliation": {}, "email": "" }, { "first": "Ayah", "middle": [], "last": "Livongo", "suffix": "", "affiliation": {}, "email": "" }, { "first": "", "middle": [], "last": "Zirikly", "suffix": "", "affiliation": {}, "email": "" } ], "year": "", "venue": null, "identifiers": {}, "abstract": "", "pdf_parse": { "paper_id": "2021", "_pdf_hash": "", "abstract": [], "body_text": [ { "text": "Mental health is a formidable worldwide challenge. In economic terms, combining direct and indirect costs, the global cost of mental health conditions for 2010 was estimated at $2.5 trillion dollars and is expected to grow to $6 trillion by 2030 [Bloom et al. 2021] . In the United States, suicide is the second leading cause of death among those aged 10-34 and the fourth among those aged 35-54, and worldwide 800,000 people are lost to suicide each year [WHO 2014] . Access to professional help is inadequate -in the United States, more than 120 million people live in federally designated Mental Health Care Professional Health Professional Shortage Areas [HRSA 2021] ; hence the selection \"Improving Access\" as this year's workshop theme, with the aim of encouraging submissions and discussion on that subject.", "cite_spans": [ { "start": 246, "end": 265, "text": "[Bloom et al. 2021]", "ref_id": null }, { "start": 456, "end": 466, "text": "[WHO 2014]", "ref_id": null }, { "start": 659, "end": 670, "text": "[HRSA 2021]", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "The Seventh Workshop on Computational Linguistics and Clinical Psychology took place, in conjunction with NAACL'21, online on June 11, 2021, and as we wrote this introduction the tragedy of COVID-19 was still ongoing. Many people are experiencing unprecedented pressure -struggling with their health, finances, social isolation, and online work or education. In June 2020, a full 40% of adults in the U.S. reported struggles with mental health or substance abuse, with 31% reporting anxiety or depressive symptoms and 11% reporting having seriously considered suicide [Czeisler et al. 2020] . As of February 2021, those anxiety and depressive symptoms had increased to 41.5% [Vahratian et al. 2021] . Mental health experts have predicted a \"tsunami\" of need arising from the COVID pandemic [Inkster et al. 2021; Torjesen 2020] .", "cite_spans": [ { "start": 568, "end": 590, "text": "[Czeisler et al. 2020]", "ref_id": null }, { "start": 675, "end": 698, "text": "[Vahratian et al. 2021]", "ref_id": null }, { "start": 790, "end": 811, "text": "[Inkster et al. 2021;", "ref_id": null }, { "start": 812, "end": 826, "text": "Torjesen 2020]", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "CLPsych has an important role to play in bringing people together to discuss and exchange their recent work and results, with the aim of using human language as a tool to better understand emotional and mental states and reduce emotional suffering and the potential for self-harm. Since 2014, CLPsych has brought together researchers in computational linguistics and NLP, who use computational methods to better understand human language, infer meaning and intention, and predict individuals' characteristics and potential behavior, with psychology researchers and practitioners, including participants who are focused on psychopathology and neurological health and engage directly with the needs of providers and their patients. The workshop's distinctly interdisciplinary nature has improved the exchange of knowledge between computational linguistics and clinical psychology, fostered collaboration, and increased the visibility of mental health and psychological research as a problem domain in NLP.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "The potential role of language technology, and AI more generally, in mental health is gaining increasing attention [Lee et al. 2021] , leading to corresponding increases in discussion of real-world issues such as the ethics of research and deployment [Benton et al. 2017; Chancellor et al. 2019; Resnik et al. 2021] . At the same time, continued progress on NLP for mental health -indeed, for healthcare in general -is hampered by obstacles to shared, community-level access to relevant data. The 2021 CLPsych Shared Task introduced what is, to our knowledge, the first attempt to address this problem for mental health by conducting a shared task using sensitive data in a secure data enclave, bringing researchers to the data rather than sending the data out to researchers. Participating teams received access to Twitter posts donated for research using Qntfy's OurDataHelps.org platform, including data from users with and without suicide attempts, and did all work with the dataset entirely within a secure computational environment provided by NORC at the University of Chicago. The shared task was organized by Sean MacAvaney, Anjali Mittu, and Philip Resnik, and the overview by MacAvaney, Mittu, Coppersmith, Leintz, and Resnik (2021) discusses the task, team results, and lessons learned to set the stage for future tasks on sensitive or confidential data.", "cite_spans": [ { "start": 115, "end": 132, "text": "[Lee et al. 2021]", "ref_id": null }, { "start": 251, "end": 271, "text": "[Benton et al. 2017;", "ref_id": null }, { "start": 272, "end": 295, "text": "Chancellor et al. 2019;", "ref_id": null }, { "start": 296, "end": 315, "text": "Resnik et al. 2021]", "ref_id": null }, { "start": 1198, "end": 1243, "text": "Mittu, Coppersmith, Leintz, and Resnik (2021)", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "In keeping with CLPsych's traditional interdisciplinary approach, psychology researchers and practicing clinicians were included as part of our program committee along with technological experts, and our call for papers emphasized that communicating ideas and results to a mixed audience would be a very high priority. Submissions to the workshop included 28 papers, of which 6 were accepted for presentation and 12 were accepted to be presented in the poster session. The five shared task papers were also included in the program.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "In addition to the submitted papers, CLPsych continued its tradition of superb invited talks and discussions. Keynote talks were delivered by Munmun De Choudhury (Georgia Tech) and Matthew Nock (Harvard), and invited talks by Glen Coppersmith (Qntfy), Carol Espy-Wilson (University of Maryland), and Lyle Ungar (University of Pennsylvania) were followed by a panel discussion that included the three invited speakers, moderated by Dr. Lorenzo Norris, Chief Wellness Officer for George Washington University Hospital and host and editor-in-chief of the MDedge Psychcast, a weekly podcast from MDedge Psychiatry.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "The CLPsych organizing committee acknowledges with gratitude the efforts of the many people who helped make the workshop a success. This includes the authors and shared task participants for their insightful contributions, program committee members for their high quality, thoughtful reviews, and our keynote and invited speakers and panel moderator for their valuable insights. The committee is also grateful to Sean MacAvaney and Anjali Mittu for their tremendous efforts organizing and running the shared task, and particularly also to Glen Coppersmith of Qntfy, for his efforts collecting invaluable research data and making it available, as well as Jeff Leintz and his team at NORC at the University of Chicago, for hosting and supporting the shared task in their secure data enclave. Finally, the organizers thank the North American chapter of the Association for Computational Linguistics for making this workshop possible (with special thanks as always to Priscilla Rassmussen), Anjali Mittu for additional help making sure the workshop could run smoothly, Andrea Alessandri of 21am for his late-breaking redesign of the workshop web site, and the University of Maryland Institute for Advanced Computer Studies for its generous sponsorship. Bloom, D.E., Cafiero, E.T., Jan\u00e9-Llopis, E., Abrahams-Gessel, S., Bloom, L.R., Fathima, S., Feigl, A.B., Gaziano, T., Mowafi, M., Pandya, A., Prettner, K., Rosenberg, L., Seligman, B., Stein, A.Z., & Weinstein, C. (2011) Lee, E.E., Torous, J., De Choudhury, M., Depp, C.A., Graham, S.A., Kim, H.C., Paulus, M.P., Krystal, J.H. and Jeste, D.V. (2021) . Artificial Intelligence for Mental Healthcare: Clinical Applications, Barriers, Facilitators, and Artificial Wisdom. In Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. MacAvaney, Sean, Anjali Mittu, Glen Coppersmith, Jeff Leintz, and Philip Resnik. 2021 . Communitylevel research on suicidality prediction in a secure environment: Overview of the CLPsych 2021 shared task. In Proceedings of the Seventh Workshop on Computational Linguistics and Clinical Psychology (CLPsych 2021). Association for Computational Linguistics.", "cite_spans": [ { "start": 1294, "end": 1469, "text": "Abrahams-Gessel, S., Bloom, L.R., Fathima, S., Feigl, A.B., Gaziano, T., Mowafi, M., Pandya, A., Prettner, K., Rosenberg, L., Seligman, B., Stein, A.Z., & Weinstein, C. (2011)", "ref_id": null }, { "start": 1481, "end": 1598, "text": "Torous, J., De Choudhury, M., Depp, C.A., Graham, S.A., Kim, H.C., Paulus, M.P., Krystal, J.H. and Jeste, D.V. (2021)", "ref_id": null }, { "start": 1671, "end": 1870, "text": "Barriers, Facilitators, and Artificial Wisdom. In Biological Psychiatry: Cognitive Neuroscience and Neuroimaging. MacAvaney, Sean, Anjali Mittu, Glen Coppersmith, Jeff Leintz, and Philip Resnik. 2021", "ref_id": null } ], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "Resnik, Philip, April Foreman, Michelle Kuchuk, Katherine Musacchio Schafer, and Beau Pinkham. Naturally occurring language as a source of evidence in suicide prevention. Suicide and Life-Threatening Behavior 51, no. 1 (2021): 88-96.", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null }, { "text": "Torjensen, I. (2020). Covid-19: Mental health services must be boosted to deal with 'tsunami' of cases after lockdown. British Medical Journal; 369 doi: https://doi.org/10.1136/bmj.m1994", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Introduction", "sec_num": null } ], "back_matter": [ { "text": "Friday, June 11, 2021 -all times are Central Time 8:45am-10:45am Keynotes 8:45am-9:00am Conference introduction Organizers 9:00am-9:05am Keynote speaker introductions Organizers 9:05am-9:50am Keynote 1 and Q&A Matthew Nock, Harvard 9:50am-10:35am Keynote 2 and Q&A Munmun De Choudhury, Georgia Tech 10:35am-10:45am Discussion Attendees 10:45am-11:00am ", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "Conference Program", "sec_num": null } ], "bib_entries": { "BIBREF0": { "ref_id": "b0", "title": "uses Reddit: Profiling individuals with a self-reported bipolar disorder diagnosis", "authors": [ { "first": "Glorianna", "middle": [], "last": "Jagfeld", "suffix": "" }, { "first": "Fiona", "middle": [], "last": "Lobban", "suffix": "" }, { "first": "Paul", "middle": [], "last": "Rayson", "suffix": "" }, { "first": "Steven", "middle": [], "last": "Jones", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "uses Reddit: Profiling individuals with a self-reported bipolar disorder diagnosis Glorianna Jagfeld, Fiona Lobban, Paul Rayson and Steven Jones . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1", "links": null }, "BIBREF1": { "ref_id": "b1", "title": "On the State of Social Media Data for Mental Health Research Keith Harrigian, Carlos Aguirre and Mark Dredze", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "On the State of Social Media Data for Mental Health Research Keith Harrigian, Carlos Aguirre and Mark Dredze . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15", "links": null }, "BIBREF2": { "ref_id": "b2", "title": "Individual Differences in the Movement-Mood Relationship in Digital Life Data Glen Coppersmith", "authors": [ { "first": "Alex", "middle": [], "last": "Fine", "suffix": "" }, { "first": "Patrick", "middle": [], "last": "Crutchley", "suffix": "" }, { "first": "Joshua", "middle": [], "last": "Carroll", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Individual Differences in the Movement-Mood Relationship in Digital Life Data Glen Coppersmith, Alex Fine, Patrick Crutchley and Joshua Carroll. . . . . . . . . . . . . . . . . . . . . . . . . .25", "links": null }, "BIBREF3": { "ref_id": "b3", "title": "Demonstrating the Reliability of Self-Annotated Emotion Data Anton Malko", "authors": [ { "first": "Philipp", "middle": [], "last": "Lindsay", "suffix": "" }, { "first": "Nicklas", "middle": [], "last": "M\u00fcller", "suffix": "" }, { "first": "Radia", "middle": [], "last": "Linz", "suffix": "" }, { "first": "Mario", "middle": [ "Magued" ], "last": "Zeghari", "suffix": "" }, { "first": "Alexandra", "middle": [], "last": "Mina", "suffix": "" }, { "first": "Johannes", "middle": [], "last": "Konig", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Tr\u00f6ger", "suffix": "" } ], "year": null, "venue": "Dissociating Semantic and Phonemic Search Strategies in the Phonemic Verbal Fluency Task in early Dementia Hali", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Dissociating Semantic and Phonemic Search Strategies in the Phonemic Verbal Fluency Task in early Dementia Hali Lindsay, Philipp M\u00fcller, Nicklas Linz, Radia Zeghari, Mario Magued Mina, Alexandra Konig and Johannes Tr\u00f6ger . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 32 Demonstrating the Reliability of Self-Annotated Emotion Data Anton Malko, Cecile Paris, Andreas Duenser, Maria Kangas, Diego Molla, Ross Sparks and Stephen Wan . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 45", "links": null }, "BIBREF5": { "ref_id": "b5", "title": "Community-level Research on Suicidality Prediction in a Secure Environment: Overview of the CLPsych 2021 Shared Task Sean MacAvaney", "authors": [ { "first": "Anjali", "middle": [], "last": "Mittu", "suffix": "" }, { "first": "Glen", "middle": [], "last": "Coppersmith", "suffix": "" }, { "first": "Jeff", "middle": [], "last": "Leintz", "suffix": "" }, { "first": "Philip", "middle": [ ". . . . . ." ], "last": "Resnik", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Community-level Research on Suicidality Prediction in a Secure Environment: Overview of the CLPsych 2021 Shared Task Sean MacAvaney, Anjali Mittu, Glen Coppersmith, Jeff Leintz and Philip Resnik . . . . . . . . . . . . . 70", "links": null }, "BIBREF6": { "ref_id": "b6", "title": "Determining a Person's Suicide Risk by Voting on the Short-Term History of Tweets for the CLPsych 2021 Shared Task Ulya Bayram and Lamia Benhiba", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Determining a Person's Suicide Risk by Voting on the Short-Term History of Tweets for the CLPsych 2021 Shared Task Ulya Bayram and Lamia Benhiba . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 81", "links": null }, "BIBREF7": { "ref_id": "b7", "title": "Learning Models for Suicide Prediction from Social Media Posts Ning", "authors": [ { "first": "Luo", "middle": [], "last": "Wang", "suffix": "" }, { "first": "Yuvraj", "middle": [], "last": "Fan", "suffix": "" }, { "first": "Varsha", "middle": [], "last": "Shivtare", "suffix": "" }, { "first": "Koduvayur", "middle": [], "last": "Badal", "suffix": "" }, { "first": "Rajarathnam", "middle": [], "last": "Subbalakshmi", "suffix": "" }, { "first": "Ellen", "middle": [ "Lee" ], "last": "Chandramouli", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "87", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Learning Models for Suicide Prediction from Social Media Posts Ning Wang, Luo Fan, Yuvraj Shivtare, Varsha Badal, Koduvayur Subbalakshmi, Rajarathnam Chan- dramouli and Ellen Lee . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 87", "links": null }, "BIBREF8": { "ref_id": "b8", "title": "Suicide Risk Prediction by Tracking Self-Harm Aspects in Tweets: NUS-IDS at the CLPsych 2021 Shared Task Sujatha Das Gollapalli, Guilherme Augusto Zagatti and See-Kiong Ng", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Suicide Risk Prediction by Tracking Self-Harm Aspects in Tweets: NUS-IDS at the CLPsych 2021 Shared Task Sujatha Das Gollapalli, Guilherme Augusto Zagatti and See-Kiong Ng . . . . . . . . . . . . . . . . . . . . . . . 93", "links": null }, "BIBREF9": { "ref_id": "b9", "title": "Complex Models for Suicide Risk Assessment Michelle Morales, Prajjalita Dey and", "authors": [ { "first": ".", "middle": [ ". ." ], "last": "Kriti Kohli", "suffix": "" } ], "year": null, "venue": "A Comparison of Simple vs", "volume": "9", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Team 9: A Comparison of Simple vs. Complex Models for Suicide Risk Assessment Michelle Morales, Prajjalita Dey and Kriti Kohli . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 99", "links": null }, "BIBREF10": { "ref_id": "b10", "title": "Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task Avi Gamoran", "authors": [ { "first": "Yonatan", "middle": [], "last": "Kaplan", "suffix": "" }, { "first": "Almog", "middle": [], "last": "Simchon", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Michael Gilead", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task Avi Gamoran, Yonatan Kaplan, Almog Simchon and Michael Gilead . . . . . . . . . . . . . . . . . . . . . . . 103", "links": null }, "BIBREF11": { "ref_id": "b11", "title": "Analysis of Behavior Classification in Motivational Interviewing Leili Tavabi", "authors": [ { "first": "Trang", "middle": [], "last": "Tran", "suffix": "" }, { "first": "Kalin", "middle": [], "last": "Stefanov", "suffix": "" }, { "first": "Brian", "middle": [], "last": "Borsari", "suffix": "" }, { "first": "Joshua", "middle": [], "last": "Woolley", "suffix": "" }, { "first": "Stefan", "middle": [], "last": "Scherer", "suffix": "" }, { "first": "Mohammad", "middle": [], "last": "Soleymani", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Analysis of Behavior Classification in Motivational Interviewing Leili Tavabi, Trang Tran, Kalin Stefanov, Brian Borsari, Joshua Woolley, Stefan Scherer and Mo- hammad Soleymani . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 110", "links": null }, "BIBREF12": { "ref_id": "b12", "title": "Automatic Detection and Prediction of Psychiatric Hospitalizations From Social Media Posts Zhengping Jiang", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Automatic Detection and Prediction of Psychiatric Hospitalizations From Social Media Posts Zhengping Jiang, Jonathan Zomick, Sarah Ita Levitan, Mark Serper and Julia Hirschberg . . . . . 116", "links": null }, "BIBREF13": { "ref_id": "b13", "title": "Automatic Identification of Ruptures in Transcribed Psychotherapy Sessions Adam Tsakalidis", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Automatic Identification of Ruptures in Transcribed Psychotherapy Sessions Adam Tsakalidis, Dana Atzil-Slonim, Asaf Polakovski, Natalie Shapira, Rivka Tuval-Mashiach and", "links": null }, "BIBREF15": { "ref_id": "b15", "title": "Automated coherence measures fail to index thought disorder in individuals at risk for psychosis Kasia Hitczenko", "authors": [ { "first": "Henry", "middle": [], "last": "Cowan", "suffix": "" }, { "first": "Vijay", "middle": [], "last": "Mittal", "suffix": "" }, { "first": "Matthew", "middle": [], "last": "Goldrick", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Automated coherence measures fail to index thought disorder in individuals at risk for psychosis Kasia Hitczenko, Henry Cowan, Vijay Mittal and Matthew Goldrick . . . . . . . . . . . . . . . . . . . . . . . . 129", "links": null }, "BIBREF16": { "ref_id": "b16", "title": "Detecting Cognitive Distortions from Patient-Therapist Interactions Sagarika", "authors": [ { "first": "Peter", "middle": [], "last": "Shreevastava", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Foltz", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Detecting Cognitive Distortions from Patient-Therapist Interactions Sagarika Shreevastava and Peter Foltz . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 151", "links": null }, "BIBREF17": { "ref_id": "b17", "title": "Evaluating Automatic Speech Recognition Quality and Its Impact on Counselor Utterance Coding Do June Min, Ver\u00f3nica P\u00e9rez-Rosas and", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Evaluating Automatic Speech Recognition Quality and Its Impact on Counselor Utterance Coding Do June Min, Ver\u00f3nica P\u00e9rez-Rosas and Rada Mihalcea . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 159", "links": null }, "BIBREF18": { "ref_id": "b18", "title": "Qualitative Analysis of Depression Models by", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Qualitative Analysis of Depression Models by Demographics Carlos Aguirre and Mark Dredze . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 169", "links": null }, "BIBREF19": { "ref_id": "b19", "title": "Safeguarding against spurious AI-based predictions: The case of automated verbal memory assessment", "authors": [ { "first": "Chelsea", "middle": [], "last": "Chandler", "suffix": "" }, { "first": "Peter", "middle": [], "last": "Foltz", "suffix": "" }, { "first": "Alex", "middle": [], "last": "Cohen", "suffix": "" }, { "first": "Terje", "middle": [], "last": "Holmlund", "suffix": "" }, { "first": "Brita", "middle": [ "Elvev\u00e5g . . . . . . . . . ." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Safeguarding against spurious AI-based predictions: The case of automated verbal memory assessment Chelsea Chandler, Peter Foltz, Alex Cohen, Terje Holmlund and Brita Elvev\u00e5g . . . . . . . . . . . . . . 181", "links": null }, "BIBREF20": { "ref_id": "b20", "title": "Towards the Development of Speech-Based Measures of Stress Response in Individuals Archna Bhatia, Toshiya Miyatsu and", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Towards the Development of Speech-Based Measures of Stress Response in Individuals Archna Bhatia, Toshiya Miyatsu and Peter Pirolli . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 192", "links": null }, "BIBREF21": { "ref_id": "b21", "title": "Rim Helaoui, Diego Reforgiato Recupero and Daniele Riboni", "authors": [], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Towards Low-Resource Real-Time Assessment of Empathy in Counselling Zixiu Wu, Rim Helaoui, Diego Reforgiato Recupero and Daniele Riboni . . . . . . . . . . . . . . . . . . . . 204", "links": null }, "BIBREF22": { "ref_id": "b22", "title": "Towards Understanding the Role of Gender in Deploying Social Media-Based Mental Health Surveillance Models Eli Sherman", "authors": [ { "first": "Keith", "middle": [], "last": "Harrigian", "suffix": "" }, { "first": "Carlos", "middle": [], "last": "Aguirre", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "Mark Dredze", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Towards Understanding the Role of Gender in Deploying Social Media-Based Mental Health Surveil- lance Models Eli Sherman, Keith Harrigian, Carlos Aguirre and Mark Dredze . . . . . . . . . . . . . . . . . . . . . . . . . . . . 217", "links": null }, "BIBREF23": { "ref_id": "b23", "title": "Understanding Patterns of Anorexia Manifestations in Social Media Data with Deep Learning Ana Sabina Uban", "authors": [ { "first": "Berta", "middle": [], "last": "Chulvi", "suffix": "" }, { "first": "Paolo", "middle": [], "last": "Rosso", "suffix": "" }, { "first": ".", "middle": [ "." ], "last": "", "suffix": "" } ], "year": null, "venue": "", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Understanding Patterns of Anorexia Manifestations in Social Media Data with Deep Learning Ana Sabina Uban, Berta Chulvi and Paolo Rosso . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 224", "links": null }, "BIBREF24": { "ref_id": "b24", "title": "2021 -all times are", "authors": [ { "first": "", "middle": [], "last": "Friday", "suffix": "" } ], "year": null, "venue": "Central Time (continued)", "volume": "1", "issue": "", "pages": "0--1", "other_ids": {}, "num": null, "urls": [], "raw_text": "Friday, June 11, 2021 -all times are Central Time (continued) 1:00pm-1:55pm Paper session 2", "links": null }, "BIBREF25": { "ref_id": "b25", "title": "Andreas Duenser, Maria Kangas, Diego Molla, Ross Sparks and Stephen Wan Hebrew Psychological Lexicons Natalie Shapira", "authors": [ { "first": "Philipp", "middle": [], "last": "M\u00fcller", "suffix": "" }, { "first": "Nicklas", "middle": [], "last": "Linz", "suffix": "" }, { "first": "Radia", "middle": [], "last": "Zeghari", "suffix": "" }, { "first": "Mario", "middle": [ "Magued" ], "last": "Mina", "suffix": "" } ], "year": null, "venue": "Dissociating Semantic and Phonemic Search Strategies in the Phonemic Verbal Fluency Task in early Dementia Hali Lindsay", "volume": "1", "issue": "", "pages": "30--31", "other_ids": {}, "num": null, "urls": [], "raw_text": "Dissociating Semantic and Phonemic Search Strategies in the Phonemic Verbal Flu- ency Task in early Dementia Hali Lindsay, Philipp M\u00fcller, Nicklas Linz, Radia Zeghari, Mario Magued Mina, Alexandra Konig and Johannes Tr\u00f6ger Demonstrating the Reliability of Self-Annotated Emotion Data Anton Malko, Cecile Paris, Andreas Duenser, Maria Kangas, Diego Molla, Ross Sparks and Stephen Wan Hebrew Psychological Lexicons Natalie Shapira, Dana Atzil-Slonim, Daniel Juravski, Moran Baruch, Dana Stolowicz-Melman, Adar Paz, Tal Alfi-Yogev, Roy Azoulay, Adi Singer, Maayan Revivo, Chen Dahbash, Limor Dayan, Tamar Naim, Lidar Gez, Boaz Yanai, Adva Maman, Adam Nadaf, Elinor Sarfati, Amna Baloum, Tal Naor, Ephraim Mosenkis, Badreya Sarsour, Jany Gelfand Morgenshteyn, Yarden Elias, Liat Braun, Moria Ru- bin, Matan Kenigsbuch, Noa Bergwerk, Noam Yosef, Sivan Peled, Coral Avigdor, Rahav Obercyger, Rachel Mann, Tomer Alper, Inbal Beka, Ori Shapira and Yoav Goldberg 1:30pm-1:55pm Discussion Attendees 1:55pm- 2:00pm Break 2:00pm-4:00pm Invited talks and panel discussion 2:00pm-2:20pm Invited talk 1", "links": null }, "BIBREF26": { "ref_id": "b26", "title": "Qntfy 2:25pm-2:45pm Invited talk 2 Carol Espy-Wilson", "authors": [ { "first": "Glen", "middle": [], "last": "Coppersmith", "suffix": "" } ], "year": null, "venue": "", "volume": "2", "issue": "", "pages": "50--53", "other_ids": {}, "num": null, "urls": [], "raw_text": "Glen Coppersmith, Qntfy 2:25pm-2:45pm Invited talk 2 Carol Espy-Wilson, University of Maryland 2:50pm-3:10pm Invited talk 3", "links": null }, "BIBREF27": { "ref_id": "b27", "title": "10pm Panel Speakers & Lorzeno Norris", "authors": [], "year": null, "venue": "", "volume": "3", "issue": "", "pages": "10--14", "other_ids": {}, "num": null, "urls": [], "raw_text": "Lyle Ungar, University of Pennsylvania 3:10pm-4:10pm Panel Speakers & Lorzeno Norris, George Washington University Hospital (moderator)", "links": null }, "BIBREF28": { "ref_id": "b28", "title": "Jeff Leintz and Philip Resnik Determining a Person's Suicide Risk by Voting on the Short-Term History of Tweets for the CLPsych 2021 Shared Task Ulya Bayram and Lamia Benhiba Learning Models for Suicide Prediction from Social Media Posts Ning Wang, Luo Fan, Yuvraj Shivtare, Varsha Badal, Koduvayur Subbalakshmi, Rajarathnam Chandramouli and Ellen Lee Suicide Risk Prediction by Tracking Self-Harm Aspects in Tweets: NUS-IDS at the CLPsych 2021 Shared Task Sujatha Das Gollapalli, Guilherme Augusto Zagatti and See-Kiong Ng Team 9: A Comparison of Simple vs. Complex Models for Suicide Risk Assessment Michelle Morales, Prajjalita Dey and Kriti Kohli Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task Avi Gamoran", "authors": [ { "first": "Glen", "middle": [], "last": "Friday ; Anjali Mittu", "suffix": "" }, { "first": "", "middle": [], "last": "Coppersmith", "suffix": "" } ], "year": 2021, "venue": "10pm Discussion Attendees 5:10pm-5:20pm Break to make cocktails/obtain a drink 5:20pm-6:20pm Zoom cocktail poster session Analysis of Behavior Classification in Motivational Interviewing Leili Tavabi", "volume": "5", "issue": "", "pages": "0--5", "other_ids": {}, "num": null, "urls": [], "raw_text": "Friday, June 11, 2021 -all times are Central Time (continued) 4:00pm-5:10pm Shared task Community-level Research on Suicidality Prediction in a Secure Environment: Overview of the CLPsych 2021 Shared Task Sean MacAvaney, Anjali Mittu, Glen Coppersmith, Jeff Leintz and Philip Resnik Determining a Person's Suicide Risk by Voting on the Short-Term History of Tweets for the CLPsych 2021 Shared Task Ulya Bayram and Lamia Benhiba Learning Models for Suicide Prediction from Social Media Posts Ning Wang, Luo Fan, Yuvraj Shivtare, Varsha Badal, Koduvayur Subbalakshmi, Rajarathnam Chandramouli and Ellen Lee Suicide Risk Prediction by Tracking Self-Harm Aspects in Tweets: NUS-IDS at the CLPsych 2021 Shared Task Sujatha Das Gollapalli, Guilherme Augusto Zagatti and See-Kiong Ng Team 9: A Comparison of Simple vs. Complex Models for Suicide Risk Assessment Michelle Morales, Prajjalita Dey and Kriti Kohli Using Psychologically-Informed Priors for Suicide Prediction in the CLPsych 2021 Shared Task Avi Gamoran, Yonatan Kaplan, Almog Simchon and Michael Gilead 5:00pm-5:10pm Discussion Attendees 5:10pm- 5:20pm Break to make cocktails/obtain a drink 5:20pm- 6:20pm Zoom cocktail poster session Analysis of Behavior Classification in Motivational Interviewing Leili Tavabi, Trang Tran, Kalin Stefanov, Brian Borsari, Joshua Woolley, Stefan Scherer and Mohammad Soleymani Automatic Detection and Prediction of Psychiatric Hospitalizations From Social Media Posts Zhengping Jiang, Jonathan Zomick, Sarah Ita Levitan, Mark Serper and Julia Hirschberg", "links": null } }, "ref_entries": { "FIGREF0": { "text": "Nazli Goharian, Philip Resnik, Andrew Yates, Molly Ireland, Kate Niederhoffer, & Rebecca Resnik References Benton, Adrian, Glen Coppersmith, and Mark Dredze. Ethical research protocols for social media health research. In Proceedings of the First ACL Workshop on Ethics in Natural Language Processing, pp. 94-102. 2017.", "uris": null, "num": null, "type_str": "figure" }, "FIGREF1": { "text": ". The Global Economic Burden of Noncommunicable Diseases. Geneva: World Economic Forum. Chancellor, Stevie, Michael L. Birnbaum, Eric D. Caine, Vincent MB Silenzio, and Munmun De Choudhury. A taxonomy of ethical tensions in inferring mental health states from social media. In Proceedings of the conference on fairness, accountability, and transparency, pp. 79-88. 2019. Czeisler M\u00c9 , Lane RI, Petrosky E, et al. Mental Health, Substance Use, and Suicidal Ideation During the COVID-19 Pandemic -United States, June 24-30, 2020. MMWR Morb Mortal Wkly Rep 2020;69:1049-1057. DOI: http://dx.doi.org/10.15585/mmwr.mm6932a1 HRSA. Health professional shortage areas dashboard, 2021. URL data.HRSA.gov. Data as of February 6, 2021. Inkster, Becky and Digital Mental Health Data Insights Group. Early warning signs of a mental health tsunami: A coordinated response to gather initial data insights from multiple digital services providers. Frontiers in Digital Health 2 (2021): 64.", "uris": null, "num": null, "type_str": "figure" } } } }