A Tale of Two Food Adventurers: The Challenges and Triumphs of Repeated Food Exposures in Avoidant/Restrictive Food Intake Disorder
Dec 2, 2022
Speakers
Young Kyung Kim
Speaker · 0 followers
Juan Matias Di Martino
Speaker · 0 followers
Julia Nicholas
Speaker · 0 followers
Ilana Pilato
Speaker · 0 followers
Alannah Melissa Rivera-Cancel
Speaker · 0 followers
Julia Gianneschi
Speaker · 0 followers
Jalisa Jackson
Speaker · 0 followers
Ellen Vernell Mines
Speaker · 0 followers
Nancy Zucker
Speaker · 0 followers
Guillermo Sapiro
Speaker · 0 followers
About
Avoidant/Restrictive Food Intake Disorder (ARFID), a new diagnosis in the DSM-5, is an eating disorder that can emerge in early childhood, threatens optimal physical growth and social-emotional development, and has been reported to persist, for some, well into adolescence or adulthood. Food selectivity more broadly has been reported to be more elevated in families of lower income, while the accessibility and affordability of treatment for mental health patients in the underrepresented group are limited. Therefore, it is crucial to develop accessible, affordable, and effective therapies. We designed a unique clinical study that can be implemented at home, which provides patients with a framework to work towards overcoming the challenges associated with ARFID. During the intervention, participants are filmed and relevant facial information is collected, automatically analyzed with machine learning and computer vision, and delivered to medical experts to enhance the knowledge they use for clinical judgment. We automatically extract affect-related features right after the participants taste or smell a food they labeled as moderately challenging. We observed that facial action units activation provides interesting patterns helpful in understanding the patient’s experience throughout the food exposure treatment. This rich information enables quantification of the effectiveness of the currently investigated treatments and differentiation of patient-specific responses to them, potentially leading to scalable personalized medicine for ARFID.Avoidant/Restrictive Food Intake Disorder (ARFID), a new diagnosis in the DSM-5, is an eating disorder that can emerge in early childhood, threatens optimal physical growth and social-emotional development, and has been reported to persist, for some, well into adolescence or adulthood. Food selectivity more broadly has been reported to be more elevated in families of lower income, while the accessibility and affordability of treatment for mental health patients in the underrepresented group are…
Organizer
NeurIPS 2022
Account · 953 followers
Like the format? Trust SlidesLive to capture your next event!
Professional recording and live streaming, delivered globally.
Sharing
Recommended Videos
Presentations on similar topic, category or speaker
Sufficient conditions for non-asymptotic convergence of Riemannian optimization methods
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization
Watch later
Hai-Ming Xu, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Closing remark
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Learning a Domain-Agnostic Policy through Adversarial Representation Matching for Cross-Domain Policy Transfer
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Deep Learning for downscaling tropical cyclone rainfall
Watch later
Emily Vosper, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Active Acquisition for Multimodal Temporal Data: A Challenging Decision-Making Task
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%