Literature DB >> 33170802

Tweets by People With Arthritis During the COVID-19 Pandemic: Content and Sentiment Analysis.

Danielle Berkovic1, Ilana N Ackerman1, Andrew M Briggs2, Darshini Ayton1.   

Abstract

BACKGROUND: Emerging evidence suggests that people with arthritis are reporting increased physical pain and psychological distress during the COVID-19 pandemic. At the same time, Twitter's daily usage has surged by 23% throughout the pandemic period, presenting a unique opportunity to assess the content and sentiment of tweets. Individuals with arthritis use Twitter to communicate with peers, and to receive up-to-date information from health professionals and services about novel therapies and management techniques.
OBJECTIVE: The aim of this research was to identify proxy topics of importance for individuals with arthritis during the COVID-19 pandemic, and to explore the emotional context of tweets by people with arthritis during the early phase of the pandemic.
METHODS: From March 20 to April 20, 2020, publicly available tweets posted in English and with hashtag combinations related to arthritis and COVID-19 were extracted retrospectively from Twitter. Content analysis was used to identify common themes within tweets, and sentiment analysis was used to examine positive and negative emotions in themes to understand the COVID-19 experiences of people with arthritis.
RESULTS: In total, 149 tweets were analyzed. The majority of tweeters were female and were from the United States. Tweeters reported a range of arthritis conditions, including rheumatoid arthritis, systemic lupus erythematosus, and psoriatic arthritis. Seven themes were identified: health care experiences, personal stories, links to relevant blogs, discussion of arthritis-related symptoms, advice sharing, messages of positivity, and stay-at-home messaging. Sentiment analysis demonstrated marked anxiety around medication shortages, increased physical symptom burden, and strong desire for trustworthy information and emotional connection.
CONCLUSIONS: Tweets by people with arthritis highlight the multitude of concurrent concerns during the COVID-19 pandemic. Understanding these concerns, which include heightened physical and psychological symptoms in the context of treatment misinformation, may assist clinicians to provide person-centered care during this time of great health uncertainty. ©Danielle Berkovic, Ilana Ackerman, Andrew M Briggs, Darshini Ayton. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 03.12.2020.

Entities:  

Keywords:  COVID-19; SARS-CoV-2; Twitter; arthritis; content analysis; microblogging; novel coronavirus; sentiment analysis; social media

Year:  2020        PMID: 33170802     DOI: 10.2196/24550

Source DB:  PubMed          Journal:  J Med Internet Res        ISSN: 1438-8871            Impact factor:   5.428


  7 in total

1.  Using patient-reported health data from social media to identify diverse lupus patients and assess their symptom and medication expressions: A feasibility study.

Authors:  Swamy Venuturupalli; Amit Kumar; Alden Bunyan; Nikhil Davuluri; Natalie Fortune; Katja Reuter
Journal:  Arthritis Care Res (Hoboken)       Date:  2022-02-14       Impact factor: 5.178

2.  An Exercise and Educational and Self-management Program Delivered With a Smartphone App (CareHand) in Adults With Rheumatoid Arthritis of the Hands: Randomized Controlled Trial.

Authors:  Pablo Rodríguez Sánchez-Laulhé; Luis Gabriel Luque-Romero; Francisco José Barrero-García; Ángela Biscarri-Carbonero; Jesús Blanquero; Alejandro Suero-Pineda; Alberto Marcos Heredia-Rizo
Journal:  JMIR Mhealth Uhealth       Date:  2022-04-07       Impact factor: 4.947

3.  Digital citizens' feelings in national #Covid 19 campaigns in Spain.

Authors:  Sonia Santoveña-Casal; Javier Gil-Quintana; Laura Ramos
Journal:  Heliyon       Date:  2021-10-06

4.  A high-resolution temporal and geospatial content analysis of Twitter posts related to the COVID-19 pandemic.

Authors:  Charalampos Ntompras; George Drosatos; Eleni Kaldoudi
Journal:  J Comput Soc Sci       Date:  2021-10-20

Review 5.  Understanding the emotional response to COVID-19 information in news and social media: A mental health perspective.

Authors:  Rosalind Jones; Davoud Mougouei; Simon L Evans
Journal:  Hum Behav Emerg Technol       Date:  2021-10-28

Review 6.  The Impact and Applications of Social Media Platforms for Public Health Responses Before and During the COVID-19 Pandemic: Systematic Literature Review.

Authors:  Dinesh Visva Gunasekeran; Alton Chew; Eeshwar K Chandrasekar; Priyanka Rajendram; Vasundhara Kandarpa; Mallika Rajendram; Audrey Chia; Helen Smith; Choon Kit Leong
Journal:  J Med Internet Res       Date:  2022-04-11       Impact factor: 5.428

7.  Social Media Users' Perceptions of a Wearable Mixed Reality Headset During the COVID-19 Pandemic: Aspect-Based Sentiment Analysis.

Authors:  Heejin Jeong; Allison Bayro; Sai Patipati Umesh; Kaushal Mamgain; Moontae Lee
Journal:  JMIR Serious Games       Date:  2022-08-04       Impact factor: 3.364

  7 in total

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