Workshop
Empowering Communities: A Participatory Approach to AI for Mental Health
Andrey Kormilitzin · Dan Joyce · Nenad Tomasev · Kevin McKee
Virtual
Fri 9 Dec, 6:40 a.m. PST
Mental illness is the complex product of biological, psychological and social factors that foreground issues of under-representation, institutional and societal inequalities, bias and intersectionality in determining the outcomes for people affected by these disorders – the very same priorities that AI/ML fairness has begun to attend to in the past few years.
Despite the history of impoverished material investment in mental health globally, in the past decade, research practices in mental health have begun to embrace patient and citizen activism and the field has emphasised stakeholder (patients and public) participation as a central and absolutely necessary component of basic, translational and implementation science. This positions mental healthcare as something of an exemplar of participatory practices in healthcare from which technologists, engineers and scientists can learn.
The aim of the workshop is to address sociotechnical issues in healthcare AI/ML that are idiosyncratic to mental health.
Uniquely, this workshop will invite and bring together practitioners and researchers rarely found together “in the same room”, including:
- Under-represented groups with special interest in mental health and illness
- Clinical psychiatry, psychology and allied mental health professions
- Technologists, scientists and engineers from the machine learning communities
We will create an open, dialogue-focused exchange of expertise to advance mental health using data science and AI/ML with the expected impact of addressing the aforementioned issues and attempting to develop consensus on the open challenges.
Schedule
Fri 6:40 a.m. - 6:45 a.m.
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Opening remarks and welcome
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Discussion
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SlidesLive Video |
Andrey Kormilitzin · Dan Joyce · Nenad Tomasev · Kevin McKee 🔗 |
Fri 6:45 a.m. - 7:30 a.m.
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Roy Perlis
(
Invited talk
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SlidesLive Video |
Roy Perlis 🔗 |
Fri 7:30 a.m. - 7:40 a.m.
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Maxime Taquet
(
Contributed talk 1
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SlidesLive Video |
Maxime Taquet 🔗 |
Fri 7:40 a.m. - 7:50 a.m.
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Multi-modal deep learning system for depression and anxiety detection
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Oral
)
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link
SlidesLive Video |
Brian Diep · Marija Stanojevic · Jekaterina Novikova 🔗 |
Fri 7:50 a.m. - 8:00 a.m.
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Transformer-based normative modelling for anomaly detection of early schizophrenia
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Oral
)
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link
SlidesLive Video |
Pedro Ferreira da Costa · Jessica Dafflon · Sergio Mendes · João Sato · M. Jorge Cardoso · Robert Leech · Emily Jones · Walter Lopez Pinaya 🔗 |
Fri 8:00 a.m. - 8:10 a.m.
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NLP meets psychotherapy: Using predicted client emotions and self-reported client emotions to measure emotional coherence
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Oral
)
>
link
SlidesLive Video |
Neha Warikoo · Tobias Mayer · Dana Atzil-Slonim · Amir Eliassaf · Shira Haimovitz · Iryna Gurevych 🔗 |
Fri 8:15 a.m. - 8:30 a.m.
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Coffee break
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Coffee break
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🔗 |
Fri 8:30 a.m. - 9:30 a.m.
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Open challenges in precision mental health
(
Discussion panel
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SlidesLive Video |
🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Algorithmic Teenagers’ Depression Detection on Social Media and Automated Instant Engagement Using Therapy Bot Powered by Multimodal Deep Learning and Psychotherapy Intervention
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Poster
)
>
link
SlidesLive Video |
Olubayo Adekanmbi · Mobolurin Adekanmbi · Mofolusayo Adekanmbi · Oluwatoyin Adekanmbi 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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The effects of gender bias in word embeddings on depression prediction ( Poster ) > link | Gizem Sogancioglu · Heysem Kaya 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Promises and Challenges of AI-Enabled Mental Healthcare: A Foundational Study
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Poster
)
>
link
SlidesLive Video |
Sruthi Viswanathan · Max Rollwage · Ross Harper 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Towards Clinical Phenotyping at Scale with Serious Games in Mixed Reality
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Poster
)
>
link
SlidesLive Video |
Mariem Hafsia · Romain Trachel · Guillaume Dumas 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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A Tale of Two Food Adventurers: The Challenges and Triumphs of Repeated Food Exposures in Avoidant/Restrictive Food Intake Disorder
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Poster
)
>
link
SlidesLive Video |
Young Kyung Kim · Juan Matias Di Martino · Julia Nicholas · Ilana Pilato · Alannah Rivera-Cancel · Julia Gianneschi · Jalisa Jackson · Ellen Mines · Nancy Zucker · Guillermo Sapiro 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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The Quest of Cost-effective Models for Detecting Depression from Speech ( Poster ) > link | Mashrura Tasnim · Jekaterina Novikova 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Participatory Systems for Personalized Prediction ( Poster ) > link | Hailey James · Chirag Nagpal · Katherine Heller · Berk Ustun 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Agent-based Splitting of Patient-Therapist Interviews for Depression Estimation
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Poster
)
>
link
SlidesLive Video |
Navneet Agarwal · Gaël Dias · Sonia Dollfus 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Rule Training for VMI Sketch in Developmental Testing based on a Deep Neural Network
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Poster
)
>
link
SlidesLive Video |
Taegyun Lee · Jang-Hee Yoo 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Multi-modal deep learning system for depression and anxiety detection ( Poster ) > link | Brian Diep · Marija Stanojevic · Jekaterina Novikova 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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NLP meets psychotherapy: Using predicted client emotions and self-reported client emotions to measure emotional coherence ( Poster ) > link | Neha Warikoo · Tobias Mayer · Dana Atzil-Slonim · Amir Eliassaf · Shira Haimovitz · Iryna Gurevych 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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GDPR compliant collection of Therapist-Patient-Dialogues ( Poster ) > link | Tobias Mayer · Neha Warikoo · Oliver Grimm · Andreas Reif · Iryna Gurevych 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Transformer-based normative modelling for anomaly detection of early schizophrenia ( Poster ) > link | Pedro Ferreira da Costa · Jessica Dafflon · Sergio Mendes · João Sato · M. Jorge Cardoso · Robert Leech · Emily Jones · Walter Lopez Pinaya 🔗 |
Fri 9:30 a.m. - 10:30 a.m.
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Accessible and fair machine learning models for risk prediction of schizophrenia spectrum disorders ( Poster ) > link | Marina Camacho · Polyxeni Gkontra · Angélica Atehortúa · Karim Lekadir 🔗 |
Fri 10:30 a.m. - 11:15 a.m.
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Rosalind Picard
(
Invited talk
)
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SlidesLive Video |
Rosalind Picard 🔗 |
Fri 11:15 a.m. - 11:25 a.m.
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Kamaldeep Bhui
(
Contributed talk 1
)
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SlidesLive Video |
Kamaldeep Bhui 🔗 |
Fri 11:25 a.m. - 11:35 a.m.
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Munmun De Choudhury
(
Contributed talk 2
)
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SlidesLive Video |
Munmun De Choudhury 🔗 |
Fri 11:35 a.m. - 11:45 a.m.
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The effects of gender bias in word embeddings on depression prediction
(
Oral
)
>
link
SlidesLive Video |
Gizem Sogancioglu · Heysem Kaya 🔗 |
Fri 11:45 a.m. - 11:55 a.m.
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Participatory Systems for Personalized Prediction
(
Oral
)
>
link
SlidesLive Video |
Hailey James · Chirag Nagpal · Katherine Heller · Berk Ustun 🔗 |
Fri 12:00 p.m. - 12:15 p.m.
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Coffee break
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🔗 |
Fri 12:15 p.m. - 1:15 p.m.
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Ethical AI in mental health: a dream or reality?
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Discussion panel
)
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SlidesLive Video |
🔗 |
Fri 1:15 p.m. - 1:30 p.m.
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Coffee break
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🔗 |
Fri 1:30 p.m. - 2:00 p.m.
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Christopher Burr
(
Invited talk
)
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SlidesLive Video |
Christopher Burr 🔗 |
Fri 2:00 p.m. - 3:00 p.m.
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Advancing the participatory approach to AI in Mental Health
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Discussion panel
)
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SlidesLive Video |
Wilson Lee · Munmun De Choudhury · Morgan Scheuerman · Julia Hamer-Hunt · Dan Joyce · Nenad Tomasev · Kevin McKee · Shakir Mohamed · Danielle Belgrave · Christopher Burr 🔗 |
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Closing remarks
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Discussion
)
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SlidesLive Video |
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