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Dietary supplements (DS) have been widely used by consumers, but the information around the efficacy and safety of DS is disparate or incomplete, thus creating barriers for consumers to find information effectively. Conversational agent…

Computation and Language · Computer Science 2021-05-12 Esha Singh , Anu Bompelli , Ruyuan Wan , Jiang Bian , Serguei Pakhomov , Rui Zhang

The quest for seeking health information has swamped the web with consumers' health-related questions. Generally, consumers use overly descriptive and peripheral information to express their medical condition or other healthcare needs,…

Computation and Language · Computer Science 2022-06-16 Shweta Yadav , Deepak Gupta , Dina Demner-Fushman

With the widespread adoption of social media sites like Twitter and Facebook, there has been a shift in the way information is produced and consumed. Earlier, the only producers of information were traditional news organizations, which…

Social and Information Networks · Computer Science 2017-10-19 Juhi Kulshrestha , Muhammad Bilal Zafar , Lisette Espin-Noboa , Krishna P. Gummadi , Saptarshi Ghosh

Dietary supplements are used by a large portion of the population, but information on their pharmacologic interactions is incomplete. To address this challenge, we present SUPP.AI, an application for browsing evidence of supplement-drug…

Computation and Language · Computer Science 2020-07-08 Lucy Lu Wang , Oyvind Tafjord , Arman Cohan , Sarthak Jain , Sam Skjonsberg , Carissa Schoenick , Nick Botner , Waleed Ammar

Dietary supplements are widely used but not always safe. With the rapid development of the Internet, consumers usually seek health information including dietary supplement information online. To help consumers access quality online dietary…

Computers and Society · Computer Science 2021-04-06 Xing He , Rui Zhang , Jordan Alpert , Sicheng Zhou , Terrence J Adam , Aantaki Raisa , Yifan Peng , Hansi Zhang , Yi Guo , Jiang Bian

With the increasing popularity of social means to satisfy information needs using Social Media (e.g., Social Media Question Asking, SMQA) or Social Information Retrieval approaches, this paper tries to identify types of information needs…

Computers and Society · Computer Science 2016-07-08 Christoph Fuchs , Akash Nayyar , Ruth Nussbaumer , Georg Groh

Diet plays a crucial role in managing chronic conditions and overall well-being. As people become more selective about their food choices, finding recipes that meet dietary needs is important. Ingredient substitution is key to adapting…

Computers and Society · Computer Science 2025-01-07 Hyunwook Kim , Revathy Venkataramanan , Amit Sheth

Food is an integral part of our lives, cultures, and well-being, and is of major interest to public health. The collection of daily nutritional data involves keeping detailed diaries or periodic surveys and is limited in scope and reach.…

Computers and Society · Computer Science 2015-01-27 Sofiane Abbar , Yelena Mejova , Ingmar Weber

Social media's unfettered access has made it an important venue for health discussion and a resource for patients and their loved ones. However, the quality of the information available, as well as the motivations of its posters, has been…

Computers and Society · Computer Science 2018-09-10 Amira Ghenai , Yelena Mejova

Since the uptake of social media, researchers have mined online discussions to track the outbreak and evolution of specific diseases or chronic conditions such as influenza or depression. To broaden the set of diseases under study, we…

Computers and Society · Computer Science 2021-03-02 Sanja Scepanovic , Luca Maria Aiello , Ke Zhou , Sagar Joglekar , Daniele Quercia

Social media based digital epidemiology has the potential to support faster response and deeper understanding of public health related threats. This study proposes a new framework to analyze unstructured health related textual data via…

Social and Information Networks · Computer Science 2017-09-26 George Shaw , Amir Karami

Although there are millions of transgender people in the world, a lack of information exists about their health issues. This issue has consequences for the medical field, which only has a nascent understanding of how to identify and meet…

Computers and Society · Computer Science 2018-10-01 Amir Karami , Frank Webb , Vanessa L. Kitzie

The digital health industry has grown in popularity since the 2010s, but there has been limited analysis of the topics discussed in the field across academic disciplines. This study aims to analyze the research trends of digital…

Applications · Statistics 2023-09-20 Junhyoun Sung , Hyungsook Kim

Food communities on online platforms enjoy great popularity among social media users. Due to the far-reaching consequences of food-related content on user eating behavior, recent research has studied the factors that drive user online…

Social and Information Networks · Computer Science 2026-05-22 Gabriela Ozegovic , Thorsten Ruprechter , Denis Helic

Objective: The objective of this study is to develop a deep learning pipeline to detect signals on dietary supplement-related adverse events (DS AEs) from Twitter. Material and Methods: We obtained 247,807 tweets ranging from 2012 to 2018…

Computation and Language · Computer Science 2021-06-23 Yefeng Wang , Yunpeng Zhao , Jiang Bian , Rui Zhang

With the rising incidence of some diseases, such as obesity and diabetes, a healthy diet is arousing increasing attention. However, most existing food-related research efforts focus on recipe retrieval, user preference-based food…

Information Retrieval · Computer Science 2021-04-20 Wenjie Wang , Ling-yu Duan , Hao Jiang , Peiguang Jing , Xuemeng Song , Liqiang Nie

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

The quest for seeking health information has swamped the web with consumers health-related questions. Generally, consumers use overly descriptive and peripheral information to express their medical condition or other healthcare needs,…

Computation and Language · Computer Science 2025-12-30 Abhishek Basu , Deepak Gupta , Dina Demner-Fushman , Shweta Yadav

The lack of comprehensive, high-quality health data in developing nations creates a roadblock for combating the impacts of disease. One key challenge is understanding the health information needs of people in these nations. Without…

Computers and Society · Computer Science 2019-04-18 Rediet Abebe , Shawndra Hill , Jennifer Wortman Vaughan , Peter M. Small , H. Andrew Schwartz

The present study investigates the role of source characteristics, evidence quality, crowdsourcing platform, and prior beliefs of the topic in adult readers' credibility evaluations of short healthrelated social media posts. Researchers…

Social and Information Networks · Computer Science 2023-11-29 Miikka Kuutila , Carita Kiili , Reijo Kupiainen , Eetu Huusko , Junhao Li , Simo Hosio , Mika Mäntylä , Julie Coiro , Kristian Kiili
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