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Unprecedented lockdowns at the start of the COVID-19 pandemic have drastically changed the routines of millions of people, potentially impacting important health-related behaviors. In this study, we use YouTube videos embedded in tweets…

Social and Information Networks · Computer Science 2023-05-22 Yelena Mejova , Lydia Manikonda

The pervasive expectations about ideal body types in Western society can lead to body image concerns, dissatisfaction, and in extreme cases, eating disorders and other psychopathologies related to body image. While previous research has…

Social and Information Networks · Computer Science 2025-12-11 Minh Duc Chu , Cinthia Sánchez , Zihao He , Rebecca Dorn , Stuart Murray , Kristina Lerman

Nutrition is a key determinant of long-term health, and social influence has long been theorized to be a key determinant of nutrition. It has been difficult to quantify the postulated role of social influence on nutrition using traditional…

Social and Information Networks · Computer Science 2021-02-18 Kristina Gligorić , Ryen W. White , Emre Kıcıman , Eric Horvitz , Arnaud Chiolero , Robert West

The Covid-19 pandemic induced a vast increase in adolescents diagnosed with eating disorders and hospitalized due to eating disorders. This immense growth stemmed partially from the stress of the pandemic but also from increased exposure to…

Machine Learning · Computer Science 2023-01-03 Jonathan Feldman

Foodborne illnesses are gastrointestinal conditions caused by consuming contaminated food. Restaurants are critical venues to investigate outbreaks because they share sourcing, preparation, and distribution of foods. Public reporting of…

Information Retrieval · Computer Science 2025-10-21 Eden Shaveet , Crystal Su , Daniel Hsu , Luis Gravano

The nutritional quality of diets has significantly deteriorated over the past two to three decades, a decline often underestimated by the people. This deterioration, coupled with a hectic lifestyle, has contributed to escalating health…

Computer Vision and Pattern Recognition · Computer Science 2024-03-05 Assylzhan Izbassar , Pakizar Shamoi

The rise in eating disorders, a condition with serious health complications, has been linked to the proliferation of idealized body images on social media platforms. However, the relationship between social media and eating disorders is…

Social and Information Networks · Computer Science 2023-09-01 Kristina Lerman , Aryan Karnati , Shuchan Zhou , Siyi Chen , Sudesh Kumar , Zihao He , Joanna Yau , Abigail Horn

Food preferences not only originate from a person's dietary habits, but also reflect personal values and consumer awareness. This study addresses `food identity' or the relationship between food preferences and personal attributes based on…

Computers and Society · Computer Science 2019-03-27 Kazutoshi Sasahara

Social media provide a platform for users to express their opinions and share information. Understanding public health opinions on social media, such as Twitter, offers a unique approach to characterizing common health issues such as…

Social and Information Networks · Computer Science 2019-08-17 Amir Karami , Alicia A. Dahl , Gabrielle Turner-McGrievy , Hadi Kharrazi, , George Shaw

With the exponential growth in the usage of social media to share live updates about life, taking pictures has become an unavoidable phenomenon. Individuals unknowingly create a unique knowledge base with these images. The food images, in…

Computer Vision and Pattern Recognition · Computer Science 2020-03-20 Nitish Nag , Bindu Rajanna , Ramesh Jain

Nutrition is a key factor in people's overall health. Hence, understanding the nature and dynamics of population-wide dietary preferences over time and space can be valuable in public health. To date, studies have leveraged small samples of…

Computers and Society · Computer Science 2013-04-16 Robert West , Ryen W. White , Eric Horvitz

Deriving nutritional information from online food posts is challenging, particularly when users do not explicitly log the macro-nutrients of a shared meal. In this work, we present an efficient and straightforward approach to approximating…

Computers and Society · Computer Science 2025-03-10 Thorsten Ruprechter , Marion Garaus , Ivo Ponocny , Denis Helic

It is well known that dietary habits have a significant influence on health. While many studies have been conducted to understand this relationship, little is known about the relationship between eating environments and health. Yet…

Computer Vision and Pattern Recognition · Computer Science 2019-11-12 Sri Kalyan Yarlagadda , Sriram Baireddy , David Güera , Carol J. Boushey , Deborah A. Kerr , Fengqing Zhu

Eating disorders, which include anorexia nervosa and bulimia nervosa, have been exacerbated by the COVID-19 pandemic, with increased diagnoses linked to heightened exposure to idealized body images online. TikTok, a platform with over a…

Social and Information Networks · Computer Science 2025-05-06 Charles Bickham , Bryan Ramirez-Gonzalez , Minh Duc Chu , Kristina Lerman , Emilio Ferrara

Understanding the social context of eating is crucial for promoting healthy eating behaviors. Multimodal smartphone sensor data could provide valuable insights into eating behavior, particularly in mobile food diaries and mobile health…

Human-Computer Interaction · Computer Science 2023-10-06 Nathan Kammoun , Lakmal Meegahapola , Daniel Gatica-Perez

Eating behaviors among a large population of children are studied as a dynamic process driven by nonlinear interactions in the sociocultural school environment. The impact of food association learning on diet dynamics, inspired by a pilot…

Other Quantitative Biology · Quantitative Biology 2016-01-15 Anarina L. Murillo , Muntaser Safan , Carlos Castillo-Chavez , Elizabeth D. Capaldi-Phillips , Devina Wadhera

Built environment features (BEFs) refer to aspects of the human constructed environment, which may in turn support or restrict health related behaviors and thus impact health. In this paper we are interested in understanding whether the…

Applications · Statistics 2020-10-16 Adam Peterson , Veronica Berrocal , Emma Sanchez-Vaznaugh , Brisa Sanchez

Over the last decade, there has been a vast increase in eating disorder diagnoses and eating disorder-attributed deaths, reaching their zenith during the Covid-19 pandemic. This immense growth derived in part from the stressors of the…

Machine Learning · Computer Science 2023-11-07 Jonathan Feldman

Human beings are creatures of habit. In their daily life, people tend to repeatedly consume similar types of food items over several days and occasionally switch to consuming different types of items when the consumptions become overly…

Information Retrieval · Computer Science 2020-10-28 Yue Liu , Helena Lee , Palakorn Achananuparp , Ee-Peng Lim , Tzu-Ling Cheng , Shou-De Lin

Innovative, real-time solutions are needed to address the mismatch between the demand for and supply of critical information to inform and motivate diet and health-related behavior change. Research suggests that interventions using mobile…