Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design
Anja Thieme, Danielle Belgrave, Gavin Doherty
ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)
Publications
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-
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A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.
Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave
JAMA Network | June 2020, Vol 3(7)
-
Causal Factors of Effective Psychosocial Outcomes in Online Mental Health Communities
Koustuv Saha, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Engagement Patterns of Peer-to-Peer Interactions on Mental Health Platforms
Ashish Sharma, Monojit Choudhury, Tim Althoff, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
-
Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
-
Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
-
Towards Using AI to Augment Human Support in Digital Mental Healthcare
Prerna Chikersal, Gavin Doherty, Anja Thieme
April 2020
CHI 2020 workshop paper – Technology Ecosystems: Rethinking Resources for Mental Health
-
Understanding perceived barriers to treatment from web browsing behavior
Stephen M. Schueller, Diana M. Steakley-Freeman, David C. Mohr, Elad Yom-Tov
Journal of Affective Disorders | April 2020, Vol 267: pp. 63-66
-
“Like Shock Absorbers”: Understanding the Human Infrastructures of Technology-Mediated Mental Health Support
Sachin Pendse, Faisal Lalani, Munmun De Choudhury, Amit Sharma, Neha Kumar
ACM CHI Conference on Human Factors in Computing Systems | April 2020
-
A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
-
Analyzing Trends Of Loneliness Through Large-Scale Analysis Of Social Media Postings: Observational Study
Keren Mazuz, Elad Yom-Tov
JMIR Mental Health | April 2020, Vol 7(4)
-
Bursts of Activity: Temporal Patterns of Help-Seeking and Support in Online Mental Health Forums
Taisa Kushner, Amit Sharma
ACM Web Conference (WWW) | April 2020
-
Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention
Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme
CHI 2020 | April 2020
http://dx.doi.org/10.1145/3313831.3376341
-
Barriers to Professional Help-seeking for Distress and Potential Utility of a Mental Health App: Stakeholder Perspectives
Jemimah Johnson, Janhavi Devdutt, Seema Mehrotra, Poornima Bhola, Paulomi Sudhir, Amit Sharma
Cureus Journal of Medical Science | February 2020
-
Machine learning applications: reflections on mental health assessment and ethics
Anja Thieme, Danielle Belgrave, Akane Sano, Gavin Doherty
ACM Interactions Magazine | February 2020
-
-
-
Mental illness and bipolar disorder on Twitter: implications for stigma and social support
Alexandra Budenz, Ann Klassen, Jonathan Purtle, Elad Yom-Tov, Michael Yudell, Philip Massey
Journal of Mental Health | November 2019
-
Cross-Cultural Differences in the Use of Online Mental Health Support Forums
Sachin R. Pendse, Kate Niederhoffer, Amit Sharma
ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW) | November 2019
-
Digital Innovations for Global Mental Health: Opportunities for Data Science, Task Sharing, and Early Intervention
John A. Naslund, Pattie P. Gonsalves, Oliver Gruebner, Sachin R. Pendse, Stephanie L. Smith, Amit Sharma, Giuseppe Raviola
Current Treatment Options in Psychiatry | September 2019
-
Mental health in the global south: Challenges and opportunities in HCI for development
Sachin R. Pendse, Naveena Karusala, Divya Siddarth, Pattie Gonsalves, Seema Mehrotra, John A. Naslund, Mamta Sood, Neha Kumar, Amit Sharma
ACM SIGCAS Conference on Computing & Sustainable Societies (COMPASS) | July 2019
-
A Social Media Study on the Effects of Psychiatric Medication Use
Koustuv Saha, Benjamin Sugar, John Torous, Bruno Abrahao, Emre Kiciman, Munmun De Choudhury
International AAAI Conference on Web and Social Media (ICWSM 2019) | June 2019
Outstanding Study Design Paper Award
-
Internet Searches for Medical Symptoms Before Seeking Information on 12-Step Addiction Treatment Programs: A Web-Search Log Analysis
Elad Yom-Tov
Journal of Medical Internet Research | May 2019
-
Moments of Change: Analyzing Peer-Based Cognitive Support in Online Mental Health Forums
Yada Pruksachatkun, Sachin Pendse, Amit Sharma
2019 CHI Conference on Human Factors in Computing Systems | May 2019
-
Do Search Engine Helpline Notices Aid in Preventing Suicide? Analysis of Archival Data
Elad Yom-Tov
Journal of Medical Internet Research | March 2019
-
Designing for Digital Wellbeing: A Research & Practice Agenda
Marta E. Cecchinato, John Rooksby, Alexis Hiniker, Sean Munson, Kai Lukoff, Luigina Ciolfi, Anja Thieme, Daniel Harrison
CHI 2019 | March 2019
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-
-
Integrating Artificial and Human Intelligence in Complex, Sensitive Problem Domains: Experiences from Mental Health
Munmun De Choudhury, Emre Kiciman
AI Magazine | September 2018, Vol 39(3)
-
Risk Assessment for Parents Who Suspect Their Child Has Autism Spectrum Disorder: Machine Learning Approach
Ayelet Ben-Sasson, Diana L Robins, Elad Yom-Tov
Journal of Medical Internet Research | April 2018
-
Anxiety and Information Seeking: Evidence From Large-Scale Mouse Tracking
Brit Youngmann, Elad Yom-Tov
WWW | April 2018
-
Inducing Behavioral Change in Seekers of Pro-Anorexia Content Using Internet Advertisements: Randomized Controlled Trial
Elad Yom-Tov, Anat Brunstein-Klomek, Or Mandel, Arie Hadas, Silvana Fennig
JMIR Mental Health | February 2018
-
-
-
The Language of Social Support in Social Media and its Effect on Suicidal Ideation Risk
Munmun De Choudhury, Emre Kiciman
Proceedings of the International Conference on Web and Social Media (ICWSM-17) | May 2017
Best Paper Award
-
The Werther Effect revisited: Measuring the effect of news items on user behavior
Elad Yom-Tov, Shira H. Fischer, Elad Yom-Tov
7th Temporal Web Analytics Workshop (TempWeb 2017) | April 2017
-
-
-
The quality of online answers to parents who suspect that their child has an Autism Spectrum Disorder
Ayelet Ben-Sasson, Dan Pelleg, Elad Yom-Tov
AAAI | May 2016
-
Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media
Munmun De Choudhury, Emre Kiciman, Mark Dredze, Glen Coppersmith, Mrinal Kumar
CHI ’16 Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems | May 2016
Honorable Mention
-
Challenges for Designing new Technology for Health and Wellbeing in a Complex Mental Healthcare Context
Anja Thieme, John McCarthy, Paula Johnson, Stephanie Phillips, Jayne Wallace, Siân Lindley, Karim Ladha, Daniel Jackson, Diana Nowacka, Ashur Rafiev, Cassim Ladha, Thomas Nappey, Matthew Kipling, Peter Wright, Thomas D. Meyer
CHI ’16 Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems | April 2016
-
-
-
Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design
Anja Thieme, Danielle Belgrave, Gavin Doherty
ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)
-
A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.
Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave
JAMA Network | June 2020, Vol 3(7)
-
Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention
Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme
CHI 2020 | April 2020
http://dx.doi.org/10.1145/3313831.3376341
-
Mental illness and bipolar disorder on Twitter: implications for stigma and social support
Alexandra Budenz, Ann Klassen, Jonathan Purtle, Elad Yom-Tov, Michael Yudell, Philip Massey
Journal of Mental Health | November 2019
-
A Social Media Study on the Effects of Psychiatric Medication Use
Koustuv Saha, Benjamin Sugar, John Torous, Bruno Abrahao, Emre Kiciman, Munmun De Choudhury
International AAAI Conference on Web and Social Media (ICWSM 2019) | June 2019
Outstanding Study Design Paper Award
-
Integrating Artificial and Human Intelligence in Complex, Sensitive Problem Domains: Experiences from Mental Health
Munmun De Choudhury, Emre Kiciman
AI Magazine | September 2018, Vol 39(3)
-
The quality of online answers to parents who suspect that their child has an Autism Spectrum Disorder
Ayelet Ben-Sasson, Dan Pelleg, Elad Yom-Tov
AAAI | May 2016
-
-
-
Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design
Anja Thieme, Danielle Belgrave, Gavin Doherty
ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)
-
A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.
Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave
JAMA Network | June 2020, Vol 3(7)
-
Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
-
Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
-
Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
-
Towards Using AI to Augment Human Support in Digital Mental Healthcare
Prerna Chikersal, Gavin Doherty, Anja Thieme
April 2020
CHI 2020 workshop paper – Technology Ecosystems: Rethinking Resources for Mental Health
-
A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
-
Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention
Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme
CHI 2020 | April 2020
http://dx.doi.org/10.1145/3313831.3376341
-
Machine learning applications: reflections on mental health assessment and ethics
Anja Thieme, Danielle Belgrave, Akane Sano, Gavin Doherty
ACM Interactions Magazine | February 2020
-
Cross-Cultural Differences in the Use of Online Mental Health Support Forums
Sachin R. Pendse, Kate Niederhoffer, Amit Sharma
ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW) | November 2019
-
Designing for Digital Wellbeing: A Research & Practice Agenda
Marta E. Cecchinato, John Rooksby, Alexis Hiniker, Sean Munson, Kai Lukoff, Luigina Ciolfi, Anja Thieme, Daniel Harrison
CHI 2019 | March 2019
-
Challenges for Designing new Technology for Health and Wellbeing in a Complex Mental Healthcare Context
Anja Thieme, John McCarthy, Paula Johnson, Stephanie Phillips, Jayne Wallace, Siân Lindley, Karim Ladha, Daniel Jackson, Diana Nowacka, Ashur Rafiev, Cassim Ladha, Thomas Nappey, Matthew Kipling, Peter Wright, Thomas D. Meyer
CHI ’16 Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems | April 2016
-
-
-
A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.
Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave
JAMA Network | June 2020, Vol 3(7)
-
Engagement Patterns of Peer-to-Peer Interactions on Mental Health Platforms
Ashish Sharma, Monojit Choudhury, Tim Althoff, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Causal Factors of Effective Psychosocial Outcomes in Online Mental Health Communities
Koustuv Saha, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
-
Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
-
Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
-
Understanding perceived barriers to treatment from web browsing behavior
Stephen M. Schueller, Diana M. Steakley-Freeman, David C. Mohr, Elad Yom-Tov
Journal of Affective Disorders | April 2020, Vol 267: pp. 63-66
-
A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
-
Bursts of Activity: Temporal Patterns of Help-Seeking and Support in Online Mental Health Forums
Taisa Kushner, Amit Sharma
ACM Web Conference (WWW) | April 2020
-
“Like Shock Absorbers”: Understanding the Human Infrastructures of Technology-Mediated Mental Health Support
Sachin Pendse, Faisal Lalani, Munmun De Choudhury, Amit Sharma, Neha Kumar
ACM CHI Conference on Human Factors in Computing Systems | April 2020
-
Barriers to Professional Help-seeking for Distress and Potential Utility of a Mental Health App: Stakeholder Perspectives
Jemimah Johnson, Janhavi Devdutt, Seema Mehrotra, Poornima Bhola, Paulomi Sudhir, Amit Sharma
Cureus Journal of Medical Science | February 2020
-
Mental illness and bipolar disorder on Twitter: implications for stigma and social support
Alexandra Budenz, Ann Klassen, Jonathan Purtle, Elad Yom-Tov, Michael Yudell, Philip Massey
Journal of Mental Health | November 2019
-
Digital Innovations for Global Mental Health: Opportunities for Data Science, Task Sharing, and Early Intervention
John A. Naslund, Pattie P. Gonsalves, Oliver Gruebner, Sachin R. Pendse, Stephanie L. Smith, Amit Sharma, Giuseppe Raviola
Current Treatment Options in Psychiatry | September 2019
-
Mental health in the global south: Challenges and opportunities in HCI for development
Sachin R. Pendse, Naveena Karusala, Divya Siddarth, Pattie Gonsalves, Seema Mehrotra, John A. Naslund, Mamta Sood, Neha Kumar, Amit Sharma
ACM SIGCAS Conference on Computing & Sustainable Societies (COMPASS) | July 2019
-
Internet Searches for Medical Symptoms Before Seeking Information on 12-Step Addiction Treatment Programs: A Web-Search Log Analysis
Elad Yom-Tov
Journal of Medical Internet Research | May 2019
-
Moments of Change: Analyzing Peer-Based Cognitive Support in Online Mental Health Forums
Yada Pruksachatkun, Sachin Pendse, Amit Sharma
2019 CHI Conference on Human Factors in Computing Systems | May 2019
-
Do Search Engine Helpline Notices Aid in Preventing Suicide? Analysis of Archival Data
Elad Yom-Tov
Journal of Medical Internet Research | March 2019
-
Risk Assessment for Parents Who Suspect Their Child Has Autism Spectrum Disorder: Machine Learning Approach
Ayelet Ben-Sasson, Diana L Robins, Elad Yom-Tov
Journal of Medical Internet Research | April 2018
-
Anxiety and Information Seeking: Evidence From Large-Scale Mouse Tracking
Brit Youngmann, Elad Yom-Tov
WWW | April 2018
-
Inducing Behavioral Change in Seekers of Pro-Anorexia Content Using Internet Advertisements: Randomized Controlled Trial
Elad Yom-Tov, Anat Brunstein-Klomek, Or Mandel, Arie Hadas, Silvana Fennig
JMIR Mental Health | February 2018
-
The Werther Effect revisited: Measuring the effect of news items on user behavior
Elad Yom-Tov, Shira H. Fischer, Elad Yom-Tov
7th Temporal Web Analytics Workshop (TempWeb 2017) | April 2017
-
The quality of online answers to parents who suspect that their child has an Autism Spectrum Disorder
Ayelet Ben-Sasson, Dan Pelleg, Elad Yom-Tov
AAAI | May 2016
-
-
-
Engagement Patterns of Peer-to-Peer Interactions on Mental Health Platforms
Ashish Sharma, Monojit Choudhury, Tim Althoff, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Causal Factors of Effective Psychosocial Outcomes in Online Mental Health Communities
Koustuv Saha, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Bursts of Activity: Temporal Patterns of Help-Seeking and Support in Online Mental Health Forums
Taisa Kushner, Amit Sharma
ACM Web Conference (WWW) | April 2020
-
Moments of Change: Analyzing Peer-Based Cognitive Support in Online Mental Health Forums
Yada Pruksachatkun, Sachin Pendse, Amit Sharma
2019 CHI Conference on Human Factors in Computing Systems | May 2019
-
-
-
Analyzing Trends Of Loneliness Through Large-Scale Analysis Of Social Media Postings: Observational Study
Keren Mazuz, Elad Yom-Tov
JMIR Mental Health | April 2020, Vol 7(4)
-
The Language of Social Support in Social Media and its Effect on Suicidal Ideation Risk
Munmun De Choudhury, Emre Kiciman
Proceedings of the International Conference on Web and Social Media (ICWSM-17) | May 2017
Best Paper Award
-
Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media
Munmun De Choudhury, Emre Kiciman, Mark Dredze, Glen Coppersmith, Mrinal Kumar
CHI ’16 Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems | May 2016
Honorable Mention
-
-
-
Understanding perceived barriers to treatment from web browsing behavior
Stephen M. Schueller, Diana M. Steakley-Freeman, David C. Mohr, Elad Yom-Tov
Journal of Affective Disorders | April 2020, Vol 267: pp. 63-66
-
Internet Searches for Medical Symptoms Before Seeking Information on 12-Step Addiction Treatment Programs: A Web-Search Log Analysis
Elad Yom-Tov
Journal of Medical Internet Research | May 2019
-
Do Search Engine Helpline Notices Aid in Preventing Suicide? Analysis of Archival Data
Elad Yom-Tov
Journal of Medical Internet Research | March 2019
-
The quality of online answers to parents who suspect that their child has an Autism Spectrum Disorder
Ayelet Ben-Sasson, Dan Pelleg, Elad Yom-Tov
AAAI | May 2016
-
-
-
“Like Shock Absorbers”: Understanding the Human Infrastructures of Technology-Mediated Mental Health Support
Sachin Pendse, Faisal Lalani, Munmun De Choudhury, Amit Sharma, Neha Kumar
ACM CHI Conference on Human Factors in Computing Systems | April 2020
-
Cross-Cultural Differences in the Use of Online Mental Health Support Forums
Sachin R. Pendse, Kate Niederhoffer, Amit Sharma
ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW) | November 2019
-
Mental health in the global south: Challenges and opportunities in HCI for development
Sachin R. Pendse, Naveena Karusala, Divya Siddarth, Pattie Gonsalves, Seema Mehrotra, John A. Naslund, Mamta Sood, Neha Kumar, Amit Sharma
ACM SIGCAS Conference on Computing & Sustainable Societies (COMPASS) | July 2019
-
-
-
Machine Learning in Mental Health: A Systematic Review of the HCI Literature to Support Effective ML System Design
Anja Thieme, Danielle Belgrave, Gavin Doherty
ACM Transactions on Computer-Human Interaction (TOCHI) | August 2020, Vol 27(5)
-
A Machine Learning Approach to Understanding Patterns of Engagement With Internet-Delivered Mental Health Interventions.
Isabel Chien, Angel Enrique, Jorge Palacios, Tim Regan, Dessie Keegan, David Carter, Sebastian Tschiatschek, Aditya Nori, Anja Thieme, Derek Richards, Gavin Doherty, Danielle Belgrave
JAMA Network | June 2020, Vol 3(7)
-
Understanding perceived barriers to treatment from web browsing behavior
Stephen M. Schueller, Diana M. Steakley-Freeman, David C. Mohr, Elad Yom-Tov
Journal of Affective Disorders | April 2020, Vol 267: pp. 63-66
-
Analyzing Trends Of Loneliness Through Large-Scale Analysis Of Social Media Postings: Observational Study
Keren Mazuz, Elad Yom-Tov
JMIR Mental Health | April 2020, Vol 7(4)
-
Barriers to Professional Help-seeking for Distress and Potential Utility of a Mental Health App: Stakeholder Perspectives
Jemimah Johnson, Janhavi Devdutt, Seema Mehrotra, Poornima Bhola, Paulomi Sudhir, Amit Sharma
Cureus Journal of Medical Science | February 2020
-
Mental illness and bipolar disorder on Twitter: implications for stigma and social support
Alexandra Budenz, Ann Klassen, Jonathan Purtle, Elad Yom-Tov, Michael Yudell, Philip Massey
Journal of Mental Health | November 2019
-
Digital Innovations for Global Mental Health: Opportunities for Data Science, Task Sharing, and Early Intervention
John A. Naslund, Pattie P. Gonsalves, Oliver Gruebner, Sachin R. Pendse, Stephanie L. Smith, Amit Sharma, Giuseppe Raviola
Current Treatment Options in Psychiatry | September 2019
-
Internet Searches for Medical Symptoms Before Seeking Information on 12-Step Addiction Treatment Programs: A Web-Search Log Analysis
Elad Yom-Tov
Journal of Medical Internet Research | May 2019
-
Do Search Engine Helpline Notices Aid in Preventing Suicide? Analysis of Archival Data
Elad Yom-Tov
Journal of Medical Internet Research | March 2019
-
Integrating Artificial and Human Intelligence in Complex, Sensitive Problem Domains: Experiences from Mental Health
Munmun De Choudhury, Emre Kiciman
AI Magazine | September 2018, Vol 39(3)
-
Risk Assessment for Parents Who Suspect Their Child Has Autism Spectrum Disorder: Machine Learning Approach
Ayelet Ben-Sasson, Diana L Robins, Elad Yom-Tov
Journal of Medical Internet Research | April 2018
-
Inducing Behavioral Change in Seekers of Pro-Anorexia Content Using Internet Advertisements: Randomized Controlled Trial
Elad Yom-Tov, Anat Brunstein-Klomek, Or Mandel, Arie Hadas, Silvana Fennig
JMIR Mental Health | February 2018
-
-
-
Human-Centered Methods to Inform the Design of Information Technologies for Team-based Depression Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Gary Hsieh, Amy M. Bauer
May 2020
-
A Parallel Journeys Perspective on Technology-Supported Depression Care for Patients with Cancer
Jina Suh, Amy M. Bauer, Jesse R. Fann, James Fogarty, Gary Hsieh, Spencer Williams
April 2020
-
-
-
Engagement Patterns of Peer-to-Peer Interactions on Mental Health Platforms
Ashish Sharma, Monojit Choudhury, Tim Althoff, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Causal Factors of Effective Psychosocial Outcomes in Online Mental Health Communities
Koustuv Saha, Amit Sharma
AAAI International Conference on Web and Social Media (ICWSM) | June 2020
-
Parallel Journeys of Patients with Cancer and Depression: Challenges and Opportunities for Technology-Enabled Collaborative Care
Jina Suh, Spencer Williams, Jesse R. Fann, James Fogarty, Amy M. Bauer, Gary Hsieh
ACM Conference on Supported Cooperative Work and Social Computing | May 2020
-
Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions
Jessica Schroeder, Jina Suh, Chelsey Wilks, Mary Czerwinski, Sean A. Munson, James Fogarty, Tim Althoff
EAI International Conference on Pervasive Computing Technologies for Healthcare | May 2020
-
Bursts of Activity: Temporal Patterns of Help-Seeking and Support in Online Mental Health Forums
Taisa Kushner, Amit Sharma
ACM Web Conference (WWW) | April 2020
-
Understanding Client Support Strategies to Improve Clinical Outcomes in an Online Mental Health Intervention
Prerna Chikersal, Danielle Belgrave, Gavin Doherty, Angel Enrique, Jorge E. Palacios, Derek Richards, Anja Thieme
CHI 2020 | April 2020
http://dx.doi.org/10.1145/3313831.3376341
-
“Like Shock Absorbers”: Understanding the Human Infrastructures of Technology-Mediated Mental Health Support
Sachin Pendse, Faisal Lalani, Munmun De Choudhury, Amit Sharma, Neha Kumar
ACM CHI Conference on Human Factors in Computing Systems | April 2020
-
Cross-Cultural Differences in the Use of Online Mental Health Support Forums
Sachin R. Pendse, Kate Niederhoffer, Amit Sharma
ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW) | November 2019
-
Mental health in the global south: Challenges and opportunities in HCI for development
Sachin R. Pendse, Naveena Karusala, Divya Siddarth, Pattie Gonsalves, Seema Mehrotra, John A. Naslund, Mamta Sood, Neha Kumar, Amit Sharma
ACM SIGCAS Conference on Computing & Sustainable Societies (COMPASS) | July 2019
-
A Social Media Study on the Effects of Psychiatric Medication Use
Koustuv Saha, Benjamin Sugar, John Torous, Bruno Abrahao, Emre Kiciman, Munmun De Choudhury
International AAAI Conference on Web and Social Media (ICWSM 2019) | June 2019
Outstanding Study Design Paper Award
-
Moments of Change: Analyzing Peer-Based Cognitive Support in Online Mental Health Forums
Yada Pruksachatkun, Sachin Pendse, Amit Sharma
2019 CHI Conference on Human Factors in Computing Systems | May 2019
-
Designing for Digital Wellbeing: A Research & Practice Agenda
Marta E. Cecchinato, John Rooksby, Alexis Hiniker, Sean Munson, Kai Lukoff, Luigina Ciolfi, Anja Thieme, Daniel Harrison
CHI 2019 | March 2019
-
Anxiety and Information Seeking: Evidence From Large-Scale Mouse Tracking
Brit Youngmann, Elad Yom-Tov
WWW | April 2018
-
The Language of Social Support in Social Media and its Effect on Suicidal Ideation Risk
Munmun De Choudhury, Emre Kiciman
Proceedings of the International Conference on Web and Social Media (ICWSM-17) | May 2017
Best Paper Award
-
The Werther Effect revisited: Measuring the effect of news items on user behavior
Elad Yom-Tov, Shira H. Fischer, Elad Yom-Tov
7th Temporal Web Analytics Workshop (TempWeb 2017) | April 2017
-
The quality of online answers to parents who suspect that their child has an Autism Spectrum Disorder
Ayelet Ben-Sasson, Dan Pelleg, Elad Yom-Tov
AAAI | May 2016
-
Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media
Munmun De Choudhury, Emre Kiciman, Mark Dredze, Glen Coppersmith, Mrinal Kumar
CHI ’16 Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems | May 2016
Honorable Mention
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Challenges for Designing new Technology for Health and Wellbeing in a Complex Mental Healthcare Context
Anja Thieme, John McCarthy, Paula Johnson, Stephanie Phillips, Jayne Wallace, Siân Lindley, Karim Ladha, Daniel Jackson, Diana Nowacka, Ashur Rafiev, Cassim Ladha, Thomas Nappey, Matthew Kipling, Peter Wright, Thomas D. Meyer
CHI ’16 Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems | April 2016
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Towards Using AI to Augment Human Support in Digital Mental Healthcare
Prerna Chikersal, Gavin Doherty, Anja Thieme
April 2020
CHI 2020 workshop paper – Technology Ecosystems: Rethinking Resources for Mental Health
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Machine learning applications: reflections on mental health assessment and ethics
Anja Thieme, Danielle Belgrave, Akane Sano, Gavin Doherty
ACM Interactions Magazine | February 2020
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