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Gyftopoulos S, Drosatos G, Fico G, Pecchia L, Kaldoudi E. Analysis of Pharmaceutical Companies' Social Media Activity during the COVID-19 Pandemic and Its Impact on the Public. Behav Sci (Basel) 2024; 14:128. [PMID: 38392481 PMCID: PMC10886074 DOI: 10.3390/bs14020128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 01/30/2024] [Accepted: 02/06/2024] [Indexed: 02/24/2024] Open
Abstract
The COVID-19 pandemic, a period of great turmoil, was coupled with the emergence of an "infodemic", a state when the public was bombarded with vast amounts of unverified information from dubious sources that led to a chaotic information landscape. The excessive flow of messages to citizens, combined with the justified fear and uncertainty imposed by the unknown virus, cast a shadow on the credibility of even well-intentioned sources and affected the emotional state of the public. Several studies highlighted the mental toll this environment took on citizens by analyzing their discourse on online social networks (OSNs). In this study, we focus on the activity of prominent pharmaceutical companies on Twitter, currently known as X, as well as the public's response during the COVID-19 pandemic. Communication between companies and users is examined and compared in two discrete channels, the COVID-19 and the non-COVID-19 channel, based on the content of the posts circulated in them in the period between March 2020 and September 2022, while the emotional profile of the content is outlined through a state-of-the-art emotion analysis model. Our findings indicate significantly increased activity in the COVID-19 channel compared to the non-COVID-19 channel while the predominant emotion in both channels is joy. However, the COVID-19 channel exhibited an upward trend in the circulation of fear by the public. The quotes and replies produced by the users, with a stark presence of negative charge and diffusion indicators, reveal the public's preference for promoting tweets conveying an emotional charge, such as fear, surprise, and joy. The findings of this research study can inform the development of communication strategies based on emotion-aware messages in future crises.
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Affiliation(s)
- Sotirios Gyftopoulos
- European Alliance for Medical and Biological Engineering and Science, 3001 Leuven, Belgium
- Institute for Language and Speech Processing, Athena Research Center, 67100 Xanthi, Greece
| | - George Drosatos
- European Alliance for Medical and Biological Engineering and Science, 3001 Leuven, Belgium
- Institute for Language and Speech Processing, Athena Research Center, 67100 Xanthi, Greece
| | - Giuseppe Fico
- European Alliance for Medical and Biological Engineering and Science, 3001 Leuven, Belgium
- Life Supporting Technologies, Universidad Politécnica de Madrid, 28040 Madrid, Spain
| | - Leandro Pecchia
- European Alliance for Medical and Biological Engineering and Science, 3001 Leuven, Belgium
- School of Engineering, University of Warwick, Coventry CV4 7AL, UK
- Department of Engineering, Università Campus Bio-Medico di Roma, 00128 Rome, Italy
| | - Eleni Kaldoudi
- European Alliance for Medical and Biological Engineering and Science, 3001 Leuven, Belgium
- Institute for Language and Speech Processing, Athena Research Center, 67100 Xanthi, Greece
- School of Medicine, Democritus University of Thrace, 68100 Alexandroupoli, Greece
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Ramirez LG, Wickner PG, Cline NB, Rehman N, Wu AC, Pien LC, Stukus D. How Likes and Retweets Impacted Our Patients During the COVID-19 Pandemic. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2023; 11:3356-3364. [PMID: 37536500 DOI: 10.1016/j.jaip.2023.07.033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 07/13/2023] [Accepted: 07/17/2023] [Indexed: 08/05/2023]
Abstract
The growing dependence on social media for health-related information boomed during the COVID-19 pandemic, posing unprecedented challenges in navigating the vast amounts of information available right at our fingertips. Social media had a major impact on clinical decision-making affecting individuals, communities, and societies at large. In this review, we discuss the role of social media in amplifying information and misinformation as well as factors contributing to its reliance and prevalence. We review how medical providers have been impacted by this changing landscape, useful communication strategies to employ with in-office patient encounters, and how we can be active players in using social media as a tool for health promotion, correcting misinformation, and preparing for future pandemics.
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Affiliation(s)
- Lourdes G Ramirez
- Division of Allergy and Clinical Immunology, Brigham and Women's Hospital and Harvard Medical School, Boston, Mass.
| | - Paige G Wickner
- Division of Allergy and Clinical Immunology, Brigham and Women's Hospital and Harvard Medical School, Boston, Mass
| | - Nicholas B Cline
- Department of Allergy and Clinical Immunology, Respiratory Institute, Cleveland Clinic, Cleveland, Ohio
| | - Narmeen Rehman
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Mass
| | - Ann Chen Wu
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Mass
| | - Lily C Pien
- Department of Allergy and Clinical Immunology, Respiratory Institute, Cleveland Clinic, Cleveland, Ohio; Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, Ohio; Office of Educator and Scholar Development, Education Institute, Cleveland Clinic, Cleveland, Ohio
| | - David Stukus
- Division of Allergy and Immunology, Nationwide Children's Hospital, Department of Pediatrics, College of Medicine, the Ohio State University, Columbus, Ohio
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Balogun BA, Hogden A, Kemp N, Yang L, Agaliotis M. Public health agencies' use of social media for communication during pandemics: a scoping review of the literature. Osong Public Health Res Perspect 2023; 14:235-251. [PMID: 37652679 PMCID: PMC10493704 DOI: 10.24171/j.phrp.2023.0095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 06/05/2023] [Accepted: 06/11/2023] [Indexed: 09/02/2023] Open
Abstract
Public health agencies (PHAs) have increasingly incorporated social media into their communication mix during successive pandemics in the 21st century. However, the quality, timing, and accuracy of their health messages have varied significantly, resulting in mixed outcomes for communication, audience engagement, and pandemic management. This study aimed to identify factors influencing the effectiveness of pandemic-related health messages shared by PHAs on social media and to report their impact on public engagement as documented in the literature. A scoping literature review was conducted following a predefined protocol. An electronic search of 7 relevant databases and 5 grey literature repositories yielded 9,714 papers published between January 2003 and November 2022. Seventy-three papers were deemed eligible and selected for review. The results underscored the insufficiency of social media guidance policies for PHAs. Six themes were identified: message source, message topic, message style, message timing, content credibility and reliability, and message recipient profile. These themes encompassed 20 variables that could inform PHAs' social media public health communication during pandemics. Additionally, the findings revealed potential interconnectedness among the variables, and this study concluded by proposing a conceptual model that expands upon existing theoretical foundations for developing and evaluating pandemic-related health messaging.
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Affiliation(s)
- Babatunde Abiodun Balogun
- Australian Institute of Health Service Management, College of Business and Economics, University of Tasmania, Sydney, Australia
| | - Anne Hogden
- Australian Institute of Health Service Management, College of Business and Economics, University of Tasmania, Sydney, Australia
- School of Population Health, Faculty of Medicine & Health, University of New South Wales, Sydney, Australia
| | - Nenagh Kemp
- School of Psychological Sciences, College of Health and Medicine, University of Tasmania, Hobart, Australia
| | - Lin Yang
- Department of Marketing, College of Business and Economics, University of Tasmania, Hobart, Australia
| | - Maria Agaliotis
- Australian Institute of Health Service Management, College of Business and Economics, University of Tasmania, Sydney, Australia
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Bazrafshan A, Sadeghi A, Bazrafshan MS, Mirzaie H, Shafiee M, Geerts J, Sharifi H. Health risk communication and infodemic management in Iran: development and validation of a conceptual framework. BMJ Open 2023; 13:e072326. [PMID: 37518081 PMCID: PMC10387647 DOI: 10.1136/bmjopen-2023-072326] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Accepted: 07/16/2023] [Indexed: 08/01/2023] Open
Abstract
OBJECTIVE The COVID-19 pandemic exposed significant gaps in Iran's and other health systems' risk communication. The accompanying infodemic undermined policy responses, amplified distrust in government and reduced adherence to public health recommendations among the Iranian population. This study aimed to develop a conceptual framework for health risk communication and infodemic management (RCIM) during epidemics and health emergencies in Iran that could have potential applications in other contexts. DESIGN This study was designed in two phases. Phase 1 involved semistructured qualitative interviews with key informants to explore effective RCIM strategies across public health settings in Iran and to develop a conceptual framework. Phase 2 involved revising the framework based on feedback from an online expert panel regarding its comprehensiveness and validity. SETTING Provincial/national public health settings in Iran. PARTICIPANTS Twenty key informants from provincial and national public health authorities who contributed to COVID-19 response programmes participated in interviews. Nine experts from diverse academic disciplines, provincial and national settings, and geographical locations participated in an online expert panel. RESULTS The conceptual model was created based on qualitative interviews and expert panel discussions and was structured according to six pillars of the WHO health system framework: leadership and governance, information, health workforce and financial resources, along with media and community. Leadership and governance, including trustworthy leaders, were recommended as the foundation for developing RCIM in Iran. Developing an official strategy with information infrastructures, including high-quality surveillance systems, identified personnel and training for specialists among the health workforce, financial resources, communication channels and community engagement were recognised as other dimensions for developing health risk communication in Iran. CONCLUSION The proposed framework represents a step toward establishing a national RCIM strategy in Iran. Further validation of the conceptual framework and experiments on how it could potentially influence policy and practice is recommended. This model has the potential to be applied in other contexts in its current form or as the foundation for customised local versions.
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Affiliation(s)
- Azam Bazrafshan
- HIV/STI Surveillance Research Center, and WHO Collaborative Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
| | - Azadeh Sadeghi
- HIV/STI Surveillance Research Center, and WHO Collaborative Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
- Deputy of Health, Department of Communicable Diseases, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
| | - Maliheh Sadat Bazrafshan
- HIV/STI Surveillance Research Center, and WHO Collaborative Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
| | - Hossein Mirzaie
- HIV/STI Surveillance Research Center, and WHO Collaborative Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
| | - Mehdi Shafiee
- HIV/STI Surveillance Research Center, and WHO Collaborative Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
- Deputy of Health, Department of Communicable Diseases, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
| | - Jaason Geerts
- Research and Leadership Development, Canadian College of Health Leaders, Ottawa, Ontario, Canada
- Bayes Business School, University of London, London, UK
| | - Hamid Sharifi
- HIV/STI Surveillance Research Center, and WHO Collaborative Center for HIV Surveillance, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran (the Islamic Republic of)
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Andina-Díaz E, Ventura-Miranda MI, Quiroga-Sánchez E, Ortega-Galán ÁM, Fernández-Medina IM, Ruiz-Fernández MD. Nursing Students' Perception about Gender Inequalities Presented on Social Networks: A Qualitative Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:1962. [PMID: 36767328 PMCID: PMC9916171 DOI: 10.3390/ijerph20031962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 01/16/2023] [Accepted: 01/17/2023] [Indexed: 06/18/2023]
Abstract
During the COVID-19 pandemic, gender inequalities in nurses have been exacerbated through the images shown on social networks. This study aimed to explore and describe nursing students' experiences and perceptions about gender inequalities in nurses during the COVID-19 pandemic. A descriptive qualitative study was carried out in two universities in 264 undergraduate nursing students. The photovoice method was used to guide the study. Results: Two main categories and four subcategories were described from the data: "gender-related stereotypes", with "male leadership in a female profession" and "sexualization of female nurses" and "women's vulnerability in the pandemic" with "the gender gap in the face of increased risk of contagion " and "women's emotional fragility". Over the years, care has been considered a female task, and nursing continues to be thought of in this way. The nurse has been discriminated against, poorly considered as a professional, and, as a woman, subjected to gender roles.
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Affiliation(s)
- Elena Andina-Díaz
- Department of Nursing and Physiotherapy, University of León, Vegazana Campus, 24170 Leon, Spain
- SALBIS Research Group, University of León, 24402 Leon, Spain
- EYCC Research Group, University of Alicante, 03690 Alicante, Spain
| | - María Isabel Ventura-Miranda
- Department of Nursing, Physiotherapy, and Medicine, University of Almeria, Carretera San Urbano, 04120 Almería, Spain
| | - Enedina Quiroga-Sánchez
- Department of Nursing and Physiotherapy, University of León, Vegazana Campus, 24170 Leon, Spain
- SALBIS Research Group, University of León, 24402 Leon, Spain
| | | | - Isabel María Fernández-Medina
- Department of Nursing, Physiotherapy, and Medicine, University of Almeria, Carretera San Urbano, 04120 Almería, Spain
| | - María Dolores Ruiz-Fernández
- Department of Nursing, Physiotherapy, and Medicine, University of Almeria, Carretera San Urbano, 04120 Almería, Spain
- Facultad de Ciencias de la Salud, Universidad Autónoma de Chile, Providencia 4780000, Chile
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Arabic Twitter Conversation Dataset about the COVID-19 Vaccine. DATA 2022. [DOI: 10.3390/data7110152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The development and rollout of COVID-19 vaccination around the world offers hope for controlling the pandemic. People turned to social media such as Twitter seeking information or to voice their opinion. Therefore, mining such conversation can provide a rich source of data for different applications related to the COVID-19 vaccine. In this data article, we developed an Arabic Twitter dataset of 1.1 M Arabic posts regarding the COVID-19 vaccine. The dataset was streamed over one year, covering the period from January to December 2021. We considered a set of crawling keywords in the Arabic language related to the conversation about the vaccine. The dataset consists of seven databases that can be analyzed separately or merged for further analysis. The initial analysis depicts the embedded features within the posts, including hashtags, media, and the dynamic of replies and retweets. Further, the textual analysis reveals the most frequent words that can capture the trends of the discussions. The dataset was designed to facilitate research across different fields, such as social network analysis, information retrieval, health informatics, and social science.
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Corinti F, Pontillo D, Giansanti D. COVID-19 and the Infodemic: An Overview of the Role and Impact of Social Media, the Evolution of Medical Knowledge, and Emerging Problems. Healthcare (Basel) 2022; 10:732. [PMID: 35455910 PMCID: PMC9027783 DOI: 10.3390/healthcare10040732] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 03/25/2022] [Accepted: 04/12/2022] [Indexed: 12/28/2022] Open
Abstract
The infodemic is an important component of the cyber-risk in regard to the poor and uncontrolled dissemination of information related to the COVID-19 pandemic. The purpose of this study was to perform a narrative review based on three points of view to allow for an overall picture of this issue. The points of view focused on: (a) the volume of use of social media (a key element of the infodemic) and the position of international health domain bodies; (b) the evolution of scientific production in the life sciences; (c) emerging issues. The research methodology was based on Google and PubMed searches and a qualification process based on a standard checklist and an evaluation of eligibility based on parameters with five score levels applied by two experts (plus one in case of discrepancy). The three points of view stressed the key role of social media as a dissemination tool of the infodemic among citizens. The impact on citizens depends on various social factors and involves indirect (e.g., vaccine avoidance) and direct risks such as mental problems and the risk of suicide. The widespread diffusion of social media, conveyed by mobile technologies, also suggests their use as countermeasures, calibrated based on citizens’ level of both technological and health literacy. Effective and promising countermeasures in this direction are based both on initiatives of contact by apps or SMS and the collection of data based on surveys and finalized to the particular intervention. The review also suggests as further areas of in-depth research: (a) to combat high-level infodemic produced by scientific publications that are not yet official (preprint) or that have undergone peer review with bias/distortion; (b) focusing on the impact of the infodemic considering its spread in different languages.
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Affiliation(s)
- Francesca Corinti
- Facoltà di Medicina e Psicologia, Università Sapienza, 00185 Roma, Italy; (F.C.); (D.P.)
| | - Daniela Pontillo
- Facoltà di Medicina e Psicologia, Università Sapienza, 00185 Roma, Italy; (F.C.); (D.P.)
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