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Slavik CE, Chapman DA, Cohen AS, Bendefaa N, Peters E. Clearing the air: evaluating institutions' social media health messaging on wildfire and smoke risks in the US Pacific Northwest. BMC Public Health 2024; 24:379. [PMID: 38317121 PMCID: PMC10840270 DOI: 10.1186/s12889-024-17907-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 01/27/2024] [Indexed: 02/07/2024] Open
Abstract
BACKGROUND Wildfire smoke contributes substantially to the global disease burden and is a major cause of air pollution in the US states of Oregon and Washington. Climate change is expected to bring more wildfires to this region. Social media is a popular platform for health promotion and a need exists for effective communication about smoke risks and mitigation measures to educate citizens and safeguard public health. METHODS Using a sample of 1,287 Tweets from 2022, we aimed to analyze temporal Tweeting patterns in relation to potential smoke exposure and evaluate and compare institutions' use of social media communication best practices which include (i) encouraging adoption of smoke-protective actions; (ii) leveraging numeric, verbal, and Air Quality Index risk information; and (iii) promoting community-building. Tweets were characterized using keyword searches and the Linguistic Inquiry and Word Count (LIWC) software. Descriptive and inferential statistics were carried out. RESULTS 44% of Tweets in our sample were authored between January-August 2022, prior to peak wildfire smoke levels, whereas 54% of Tweets were authored during the two-month peak in smoke (September-October). Institutional accounts used Twitter (or X) to encourage the adoption of smoke-related protective actions (82% of Tweets), more than they used it to disseminate wildfire smoke risk information (25%) or promote community-building (47%). Only 10% of Tweets discussed populations vulnerable to wildfire smoke health effects, and 14% mentioned smoke mitigation measures. Tweets from Washington-based accounts used significantly more verbal and numeric risk information to discuss wildfire smoke than Oregon-based accounts (p = 0.042 and p = 0.003, respectively); however, Tweets from Oregon-based accounts on average contained a higher percentage of words associated with community-building language (p < 0.001). CONCLUSIONS This research provides practical recommendations for public health practitioners and researchers communicating wildfire smoke risks on social media. As exposures to wildfire smoke rise due to climate change, reducing the environmental disease burden requires health officials to leverage popular communication platforms, distribute necessary health-related messaging rapidly, and get the message right. Timely, evidence-based, and theory-driven messaging is critical for educating and empowering individuals to make informed decisions about protecting themselves from harmful exposures. Thus, proactive and sustained communications about wildfire smoke should be prioritized even during wildfire "off-seasons."
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Affiliation(s)
- Catherine E Slavik
- School of Journalism and Communication, University of Oregon, 1715 Franklin Boulevard, Eugene, OR, 97403, USA.
- Center for Science Communication Research, University of Oregon, Eugene, OR, USA.
| | - Daniel A Chapman
- School of Journalism and Communication, University of Oregon, 1715 Franklin Boulevard, Eugene, OR, 97403, USA
- Center for Science Communication Research, University of Oregon, Eugene, OR, USA
| | - Alex Segrè Cohen
- School of Journalism and Communication, University of Oregon, 1715 Franklin Boulevard, Eugene, OR, 97403, USA
- Center for Science Communication Research, University of Oregon, Eugene, OR, USA
| | - Nahla Bendefaa
- School of Journalism and Communication, University of Oregon, 1715 Franklin Boulevard, Eugene, OR, 97403, USA
| | - Ellen Peters
- School of Journalism and Communication, University of Oregon, 1715 Franklin Boulevard, Eugene, OR, 97403, USA
- Center for Science Communication Research, University of Oregon, Eugene, OR, USA
- Department of Psychology, University of Oregon, Eugene, OR, USA
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Hartling L, Elliott SA, Wright KS, Knisley L, Scott SD. 'It's quite a balancing act': A qualitative study of parents' experiences and information needs related to the COVID-19 pandemic. Health Expect 2024; 27:e13994. [PMID: 38389163 PMCID: PMC10884360 DOI: 10.1111/hex.13994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 02/06/2024] [Accepted: 02/07/2024] [Indexed: 02/24/2024] Open
Abstract
INTRODUCTION Throughout the coronavirus disease 2019 (COVID-19) pandemic, parents and children faced significant challenges as a result of prevention measures implemented to control the spread of the disease. Ensuring that families have access to essential health information is critical for improving health outcomes and adherence to public health recommendations. Understanding parents' experiences and information needs related to the pandemic and associated health measures (e.g., vaccination, mask wearing, social distancing, etc.) will inform the development and dissemination of resources tailored to parents' needs to support informed decision making. METHODS We conducted a qualitative descriptive study. Between September and November 2021, parents across Canada were recruited online via social media and community organisation newsletters and listservs to participate in focus groups via Zoom. Focus groups were audio-recorded and transcribed verbatim. Data were coded and analysed using thematic analysis. Participants completed a demographic questionnaire before the focus groups (via SimpleSurveys). RESULTS Sixty-seven parents participated in 12 focus groups between October and November 2021. In relation to experiences, parents felt they were (1) constantly trying to balance everything, and (2) trying to do their best with the information they had at the time when making decisions. Regarding information needs, parents reflected on (1) how difficult it was navigating copious amounts of changing information and finding credible sources to rely on, (2) the need for resources that were easily accessible, credible and in plain language and (3) the need for resources that were tailored to their needs to support them and their children make informed decisions. CONCLUSIONS Trying to mitigate the risk of COVID-19 infection and adhere to public health recommendations, while balancing various factors (work, online learning, and social interactions) and navigating changing information, was overwhelming for many parents. Reflecting on their needs, parents suggested tailored resources that provided concise, credible information in plain language to help them make informed decisions and navigate conflicting information. These findings reveal important knowledge gaps and highlight areas that need to be addressed to support parents during the pandemic period and beyond. PATIENT OR PUBLIC CONTRIBUTION Members of our established Paediatric Parent Advisory Group (P-PAG) were involved as collaborators throughout the planning (grant proposal), development and execution of the study. P-PAG members gave input on the design of the questionnaire, interview guide, recruitment strategy and interpretation of findings.
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Affiliation(s)
- Lisa Hartling
- Alberta Research Centre for Health Evidence, Department of PediatricsUniversity of AlbertaEdmontonAlbertaCanada
- Cochrane Child Health, Department of PediatricsUniversity of AlbertaEdmontonAlbertaCanada
| | - Sarah A. Elliott
- Alberta Research Centre for Health Evidence, Department of PediatricsUniversity of AlbertaEdmontonAlbertaCanada
- Cochrane Child Health, Department of PediatricsUniversity of AlbertaEdmontonAlbertaCanada
| | - Kelsey S. Wright
- Cochrane Child Health, Department of PediatricsUniversity of AlbertaEdmontonAlbertaCanada
| | - Lisa Knisley
- Children's Hospital Research Institute of ManitobaWinnipegManitobaCanada
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James L, McPhail H, Foisey L, Donelle L, Bauer M, Kothari A. Exploring communication by public health leaders and organizations during the pandemic: a content analysis of COVID-related tweets. CANADIAN JOURNAL OF PUBLIC HEALTH = REVUE CANADIENNE DE SANTE PUBLIQUE 2023; 114:563-583. [PMID: 37349662 PMCID: PMC10351251 DOI: 10.17269/s41997-023-00783-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 04/27/2023] [Indexed: 06/24/2023]
Abstract
OBJECTIVES Health communication is an essential competency in public health practice. The increasing use of social media and the connectivity between the general public and public health leaders present a unique opportunity to explore how digital communications tools were leveraged in the COVID-19 pandemic. This study explores Twitter-based communications from public health leaders and organizations across Canada and compares them with those from the World Health Organization (WHO). This research aimed to understand Twitter communications strategies to address the COVID-19 pandemic, other public health emergencies, and non-emergency public health issues. METHODS A content analysis of COVID-related Twitter content during the first wave of the pandemic (January 1-August 31, 2020) was performed. The Canadian Institute for Health Information (CIHI) Policy Intervention Scan was used as a framework to analyze messaging from public health leaders and the WHO. RESULTS Findings demonstrate that most tweets from public health leaders and organizations in Canada and the WHO focused on case management and public information. Gaps and areas of weakness identified include the lack of Twitter participation by some public health leaders and a narrow range of policy intervention topics, limiting the breadth and depth of public health messages. CONCLUSION Strengthening communications can serve to improve information sharing in future pandemics or public health crises. Further research should assess how public health leaders and organizations applied communication best practices on all social media platforms and across different policy interventions.
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Affiliation(s)
- Lesley James
- Lab for Knowledge Translation in Health, Western University, London, ON, Canada
| | - Heather McPhail
- Lab for Knowledge Translation in Health, Western University, London, ON, Canada
| | - Lyndsay Foisey
- Faculty of Information and Media Studies and Faculty of Health Sciences, Western University, London, ON, Canada
| | - Lorie Donelle
- College of Nursing, University of South Carolina, Columbia, SC, USA
| | - Michael Bauer
- Department of Computer Science, Western University, London, ON, Canada
| | - Anita Kothari
- Faculty of Health Sciences, Western University, London, ON, Canada.
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Marani H, Song MY, Jamieson M, Roerig M, Allin S. Public Officials' Engagement on Social Media During the Rollout of the COVID-19 Vaccine: A Content Analysis of Tweets. JMIR INFODEMIOLOGY 2023. [PMID: 37315194 PMCID: PMC10361259 DOI: 10.2196/41582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
BACKGROUND Social media is an important way for governments to communicate with the public. This is particularly true in times of crisis such as the COVID-19 pandemic, during which time government officials had a strong role in promoting public health measures such as vaccines. OBJECTIVE In Canada, provincial COVID-19 vaccine rollout was delivered in three phases aligned with federal government COVID-19 vaccine guidance for priority populations. In this study, we examined how Canadian public officials used Twitter to engage with the public about vaccine rollout and how this engagement has shaped public response to vaccines across jurisdictions. METHODS We conducted a content analysis of tweets posted between December 28, 2020, and August 31, 2021. Leveraging social media artificial intelligence (AI) tool Brandwatch Analytics©, we constructed a list of public officials in three jurisdictions (Ontario, Alberta and British Columbia) organized across six public official types, then conducted an English/French keyword search for tweets about vaccine rollout and delivery that mentioned, retweeted, or replied to the public officials. We identified the top 30 tweets with the highest impressions in each jurisdiction in each of the three phases (approximately a 26-day window) of the vaccine rollout. The metrics of engagement (impressions, retweets, likes, and replies) from the top 30 tweets per phase in each jurisdiction were then extracted for additional annotation. We specifically annotated sentiment towards public officials' vaccine response (I.e., positive, negative, neutral) in each tweet, and also annotated the type of social media engagement. A thematic analysis of tweets was then conducted to add nuance to extracted data characterizing sentiment and interaction type. RESULTS Of the six categories of public officials, 142 prominent accounts were included from Ontario, Alberta and British Columbia. 270 tweets were included in the content analysis. Public officials mostly used Twitter for information provision (65.6%), followed by horizontal engagement (17.5%), citizen engagement (11.3%), and public service announcements (5.7%). Information provision by government bodies (e.g., provincial government and public health authorities) or municipal leaders are more prominent than tweets by other public official groups. Neutral sentiment accounted for 51.1% of all tweets, while positive sentiment (43.2%) was the second most common sentiment. In Ontario, 60% of the tweets were positive. Negative sentiment (e.g., public officials criticizing vaccine rollout) accounted for 12.6% of all tweets. CONCLUSIONS As governments continue to promote the uptake of the COVID-19 "booster" doses, findings from this study are useful in informing how governments can best utilize social media to engage with the public to achieve democratic goals. CLINICALTRIAL
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Affiliation(s)
- Husayn Marani
- Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, CA
- North American Observatory on Health Systems and Policies, University of Toronto, Toronto, CA
| | - Melodie Yunju Song
- North American Observatory on Health Systems and Policies, University of Toronto, Toronto, CA
| | - Margaret Jamieson
- Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, CA
- North American Observatory on Health Systems and Policies, University of Toronto, Toronto, CA
| | - Monika Roerig
- North American Observatory on Health Systems and Policies, University of Toronto, Toronto, CA
| | - Sara Allin
- Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, 155 College Street, Toronto, CA
- North American Observatory on Health Systems and Policies, University of Toronto, Toronto, CA
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Taba M, Ayre J, Freeman B, McCaffery K, Bonner C. COVID-19 messages targeting young people on social media: content analysis of Australian health authority posts. Health Promot Int 2023; 38:7143327. [PMID: 37099680 DOI: 10.1093/heapro/daad034] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/28/2023] Open
Abstract
Health authorities utilized social media during the COVID-19 pandemic to disseminate critical and timely health messages, specifically targeting priority groups such as young people. To understand how social media was used for this purpose, we investigated the content of COVID-19-related social media posts targeting young people (16-29 years old) shared by Australian health departments. Posts targeting young people with COVID-19 information were extracted from all eight Australian State and Territory health department Facebook, Instagram and TikTok accounts over 1 month of the Delta outbreak (September 2021) and analysed thematically. In total, 238 posts targeting young people were identified from 1059 COVID-19 posts extracted. All eight health departments used Facebook, five used Instagram and only one used TikTok. The majority of posts implicitly targeted young people; only 14.7% explicitly mentioned age or 'young people'. All posts included accompanying visuals; 77% were still images like photos or illustrations whilst 23% were moving images like videos and GIFs. Communication techniques included calls to action (63% of posts), responsive communication (32% of posts) and positive emotional appeal (31% of posts). Social marketing techniques catering to young people were used to varying extents despite receiving higher levels of engagement; 45% featured emojis whilst only 16% used humour, 14% featured celebrities and 6% were memes. Priority groups like ethnic/cultural groups and chronic health/disability communities were rarely targeted in this communication. The findings indicate a lack of health communication on social media directed towards young people, highlighting an opportunity for increased use of platforms like TikTok and trends popular with young people online.
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Affiliation(s)
- Melody Taba
- Sydney Health Literacy Lab, School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Menzies Centre for Health Policy & Economics, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Julie Ayre
- Sydney Health Literacy Lab, School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Becky Freeman
- Prevention Research Collaboration, School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Kirsten McCaffery
- Sydney Health Literacy Lab, School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Carissa Bonner
- Sydney Health Literacy Lab, School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Menzies Centre for Health Policy & Economics, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
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Profiles of socially isolated community-dwelling older adults during the COVID-19 pandemic: A latent class analysis. Maturitas 2023; 171:1-6. [PMID: 36863186 PMCID: PMC9941310 DOI: 10.1016/j.maturitas.2023.02.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 01/08/2023] [Accepted: 02/10/2023] [Indexed: 02/23/2023]
Abstract
OBJECTIVE To identify different profiles of socially isolated older adults during the first wave of COVID-19 in Quebec, Canada. STUDY DESIGN Cross-sectional data were obtained through a telehealth socio-geriatric risk assessment tool, ESOGER, administered to adults aged 70 years or more between April and July 2020 in Montreal, Canada. MEASURES Those living alone with no social contacts in the last few days were considered socially isolated. Latent class analysis was performed to identify profiles of socially isolated older adults based on: age, sex, polypharmacy, use of home care, use of a walking aid, recall of current year/month, anxiety level (scale 0-10), and need for follow-up from a healthcare provider. RESULTS Three-hundred and eighty (380) older adults identified as socially isolated were analyzed, of whom 75.5 % were female and 56.6 % were over 85. Three classes were identified: Class 1 ("physically frail older females") had the highest proportion of polypharmacy, walking aid, and home care use. Class 2 ("anxious, relatively younger males") were predominantly males who used the least home care but had the highest anxiety levels. Class 3 ("seemingly well older females") had the highest proportion of females, lowest proportion of polypharmacy, lowest anxiety level, and none used a walking aid. Recall of current year/month was similar across the three classes. CONCLUSIONS This study found heterogeneity among socially isolated older adults during the first wave of the COVID-19 pandemic with varying levels of physical and mental health. Our findings may contribute to the development of targeted interventions to support this vulnerable population during and after the pandemic.
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Singaram M, Muraleedhran VR, Sivaprakasam M. Cross fertilisation of Public Health and Translational Research. J Indian Inst Sci 2022; 102:763-782. [PMID: 35968232 PMCID: PMC9364283 DOI: 10.1007/s41745-022-00317-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 06/21/2022] [Indexed: 01/05/2023]
Abstract
Public health is defined as the science of protecting the safety and improving the health of communities through education, policy-making and research for the prevention of disease (Gatseva and Argirova in J Public Health 19(3):205-6, 2011, 10.1007/s10389-011-0412-8; Winslow in Mod Med 2(1306):183-91, 1920. 10.1126/science.51.1306.23; What is public health. Centers for Disease Control Foundation. Centers for Disease Control, Atlanta, https://www.cdcfoundation.org/what-public-health; What is the WHO definition of health? from the Preamble to the Constitution of WHO as adopted by the International Health Conference, New York, On 7 April 1948. The definition has not been amended since. 22 July 1946; signed by the representatives of 61 States (Official Records of WHO, no. 2, p. 100) and entered into force, 19 June;1948. https://web.archive.org/web/20190307113324/https:/www.who.int/about/who-we-are/frequently-asked-questions). Translational research in healthcare is not only useful and satisfying for the researchers to bring their work to market but it would also support public health by bringing affordable, attainable and scalable solutions to the community at large. This is of high significance because instead of increasing the GDP spent in public health, we should focus on the increasing the translational research spending, as this would lead to improved solutions. Hence, the public health offering would reach a larger community at an improved cost. The COVID-19 pandemic and the huge number of lives it claimed exposes challenges in the public health. The pandemic has caused economic and social disruption to millions of people around the world, with many falling into extreme poverty. In early 2021, it was estimated nearly 690 million people are undernourished and by end of 2021 to increase further by 132 million (Joint statement by ILO, FAO, IFAD and WHO. Impact of COVID-19 on people's livelihoods, their health and our food systems https://www.who.int/news/item/13-10-2020-impact-of-covid-19-on-people's-livelihoods-their-health-and-our-food-systems). The spending for public health has increased many folds during the pandemic and this is where translational research in healthcare can play a transformative role to reduce the burden on government healthcare budget (Covid-19 and its impact on Indian society. https://timesofindia.indiatimes.com/readersblog/covid-19-and-its-impact-on-india/covid-19-and-its-impact-on-indian-society-27565/). Over the past decade, public health research has started playing a major role in Indian academic settings. COVID-19 pandemic has further highlighted the role of public health. However, the potential of using technological advancement has not been fully utilised. This is where translational research and public health can play a role to tap the full potential of technology. This review paper explores the public health practices to understand the different practices to examine how both public health and translational research can cross-fertilise. It concludes with a short discussion on implications on policymakers.
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Affiliation(s)
- Muthu Singaram
- Healthcare Technology Innovation Centre (HTIC), Indian Institute of Technology Madras (IITM), Chennai, India
| | - V. R. Muraleedhran
- HSS Department and Centre for Technology and Policy, Indian Institute of Technology Madras (IITM), Chennai, India
| | - Mohanasankar Sivaprakasam
- Department of Electrical Engineering and Healthcare Technology Innovation Centre (HTIC), Indian Institute of Technology Madras (IITM), Chennai, India
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Canadian COVID-19 Crisis Communication on Twitter: Mixed Methods Research Examining Tweets from Government, Politicians, and Public Health for Crisis Communication Guiding Principles and Tweet Engagement. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19116954. [PMID: 35682537 PMCID: PMC9180105 DOI: 10.3390/ijerph19116954] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 06/03/2022] [Accepted: 06/04/2022] [Indexed: 11/26/2022]
Abstract
To foster trust on social media during a crisis, messages should implement key guiding principles, including call to action, clarity, conversational tone, compassion and empathy, correction of misinformation, and transparency. This study describes how crisis actors used guiding principles in COVID-19 tweets, and how the use of these guiding principles relates to tweet engagement. Original, English language tweets from 10 federal level government, politician, and public health Twitter accounts were collected between 11 March 2020 and 25 January 2021 (n = 6053). A 60% random sample was taken (n = 3633), and the tweets were analyzed for guiding principles. A tweet engagement score was calculated for each tweet and logistic regression analyses were conducted to model the relationship between guiding principles and tweet engagement. Overall, the use of guiding principles was low and inconsistent. Tweets that were written with compassion and empathy, or conversational tone were associated with greater odds of having higher tweet engagement. Across all guiding principles, tweets from politicians and public health were associated with greater odds of having higher tweet engagement. Using a combination of guiding principles was associated with greater odds of having higher tweet engagement. Crisis actors should consistently use relevant guiding principles in crisis communication messages to improve message engagement.
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DiRago NV, Li M, Tom T, Schupmann W, Carrillo Y, Carey CM, Gaddis SM. COVID-19 Vaccine Rollouts and the Reproduction of Urban Spatial Inequality: Disparities Within Large US Cities in March and April 2021 by Racial/Ethnic and Socioeconomic Composition. J Urban Health 2022; 99:191-207. [PMID: 35118595 PMCID: PMC8812364 DOI: 10.1007/s11524-021-00589-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/08/2021] [Indexed: 01/25/2023]
Abstract
Rollouts of COVID-19 vaccines in the USA were opportunities to redress disparities that surfaced during the pandemic. Initial eligibility criteria, however, neglected geographic, racial/ethnic, and socioeconomic considerations. Marginalized populations may have faced barriers to then-scarce vaccines, reinforcing disparities. Inequalities may have subsided as eligibility expanded. Using spatial modeling, we investigate how strongly local vaccination levels were associated with socioeconomic and racial/ethnic composition as authorities first extended vaccine eligibility to all adults. We harmonize administrative, demographic, and geospatial data across postal codes in eight large US cities over 3 weeks in Spring 2021. We find that, although vaccines were free regardless of health insurance coverage, local vaccination levels in March and April were negatively associated with poverty, enrollment in means-tested public health insurance (e.g., Medicaid), and the uninsured population. By April, vaccination levels in Black and Hispanic communities were only beginning to reach those of Asian and White communities in March. Increases in vaccination were smaller in socioeconomically disadvantaged Black and Hispanic communities than in more affluent, Asian, and White communities. Our findings suggest vaccine rollouts contributed to cumulative disadvantage. Populations that were left most vulnerable to COVID-19 benefited least from early expansions in vaccine availability in large US cities.
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Affiliation(s)
- Nicholas V. DiRago
- Department of Sociology, University of California, Los Angeles (UCLA), Box 951551, 264 Haines Hall, Los Angeles, CA 90095-1551 USA
- California Center for Population Research, University of California, Los Angeles (UCLA), Box 957236, 4284 Public Affairs Building, Los Angeles, CA 90095-7236 USA
| | - Meiying Li
- Department of Sociology, University of Southern California, 851 Downey Way, Hazel & Stanley Hall 314, Los Angeles, CA 90089-1059 USA
| | - Thalia Tom
- Department of Sociology, University of Southern California, 851 Downey Way, Hazel & Stanley Hall 314, Los Angeles, CA 90089-1059 USA
| | - Will Schupmann
- Department of Sociology, University of California, Los Angeles (UCLA), Box 951551, 264 Haines Hall, Los Angeles, CA 90095-1551 USA
| | - Yvonne Carrillo
- Department of Sociology, University of California, Los Angeles (UCLA), Box 951551, 264 Haines Hall, Los Angeles, CA 90095-1551 USA
| | - Colleen M. Carey
- Department of Economics, Cornell University, 109 Tower Road, 404 Uris Hall, Ithaca, NY 14853-2501 USA
| | - S. Michael Gaddis
- Department of Sociology, University of California, Los Angeles (UCLA), Box 951551, 264 Haines Hall, Los Angeles, CA 90095-1551 USA
- California Center for Population Research, University of California, Los Angeles (UCLA), Box 957236, 4284 Public Affairs Building, Los Angeles, CA 90095-7236 USA
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