44 results on '"Massey PM"'
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2. Body Positivity, Physical Health, and Emotional Well-Being Discourse on Social Media: Content Analysis of Lizzo's Instagram.
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Albert SL, Massar RE, Cassidy O, Fennelly K, Jay M, Massey PM, and Bragg MA
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- Humans, Social Stigma, Mental Health, Body Image psychology, Female, Health Status, Emotions, Male, Music psychology, Social Media
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Background: Weight stigma is a fundamental cause of health inequality. Body positivity may be a counterbalance to weight stigma. Social media is replete with weight-stigmatizing content and is a driver of poor mental health outcomes; however, there remains a gap in understanding its potential to mitigate the prevalence and impact of harmful messaging and to promote positive effects on a large scale., Objective: We selected musical artist Lizzo, whose brand emphasizes body positivity and empowerment, for an instrumental case study on the discourse on social media and specifically Instagram. We focused on 3 domains, including body positivity, physical health, and emotional well-being. These domains challenge social norms around weight and body size and have the potential to positively affect the physical and psychological health of people with diverse body sizes., Methods: We evaluated posts by Lizzo, comments from Instagram users, and replies to comments over a 2-month period (October 11 to December 12, 2019). Two coders rated Lizzo's posts and Instagram users' comments for their sentiments on the 3 domains. Replies to Instagram users' comments were assessed for their reactions to comments (ie, did they oppose or argue against the comment or did they support or bolster the comment). Engagement metrics, including the number of "likes," were also collected., Results: The final sample included 50 original posts by Lizzo, 250 comments from Instagram users, and 1099 replies to comments. A proportion of Lizzo's content included body positive sentiments (34%) and emotional well-being (18%); no posts dealt explicitly with physical health. A substantial amount Instagram users' comments and replies contained stigmatizing content including the use of nauseated and vomiting emojis, implications that Lizzo's body was shameful and should be hidden away, accusations that she was promoting obesity, and impeachments of Lizzo's health. In spite of the stigmatizing content, we also discovered content highlighting the beneficial nature of having positive representation of a Black woman living in a larger body who is thriving. Moreover, analysis of the discourse between users illustrated that stigmatizing expressions are being combated online, at least to some degree., Conclusions: This study demonstrates that Lizzo has exposed millions of social media users to messages about body positivity and provided more visibility for conversations about weight and shape. Future research should examine the extent to which body positive messages can lead to greater acceptance of individuals living in larger bodies. Instagram and other social media platforms should consider ways to reduce body-shaming content while finding ways to promote content that features diverse bodies. Shifting the landscape of social media could decrease stereotypes about weight and shape while increasing dialog about the need for greater acceptance and inclusion of people with diverse bodies., (©Stephanie L Albert, Rachel E Massar, Omni Cassidy, Kayla Fennelly, Melanie Jay, Philip M Massey, Marie A Bragg. Originally published in JMIR Formative Research (https://formative.jmir.org), 04.11.2024.)
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- 2024
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3. Did the COVID-19 experience change U.S. parents' attitudes towards HPV vaccination? Results from a national survey.
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Klassen AC, Lee G, Chiang S, Murray R, Guan M, Lo WJ, Hill L, Leader AE, Manganello J, and Massey PM
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- Child, Humans, Adolescent, Motivation, Pandemics prevention & control, Parents, Health Knowledge, Attitudes, Practice, Intention, Vaccination, Papillomavirus Infections prevention & control, COVID-19 prevention & control, Papillomavirus Vaccines therapeutic use
- Abstract
Background: In the U.S., uptake of the HPV vaccine remains below coverage goals. There is concern that negative reactions to emergency initiatives during the COVID-19 pandemic, including vaccination, may have increased some parents' hesitancy towards all vaccines, including HPV. Understanding how different parent populations view routine vaccination post-pandemic is key to strategic efforts to maintaining and increasing uptake of HPV vaccine., Methods: In early 2022, we recruited an online panel of English-speaking U.S. parents and caregivers, who used the social media platform Twitter and had HPV vaccine-eligible but unvaccinated children age 9-14 years. Respondents completed a 20-minute survey measuring knowledge, attitudes and intentions regarding HPV vaccination for their child, as well as background socio-demographics and health information-seeking practices. Questions regarding experiences during the COVID-19 pandemic included changes in access to preventive care, and perceptions of whether pandemic experiences had positively or negatively affected their attitudes about routine vaccination, with open text capturing reasons for this change., Results: Among 557 respondents, 81 % were definitely or likely to vaccinate their child against HPV, with 12 % being uncertain, and 7 % unlikely to vaccinate. Regarding routine vaccination, most (70 %) felt their attitudes had not changed, while 26 % felt more positively, and only 4 % felt more negatively. Reasons for positive attitude change included increased appreciation for vaccines overall, and motivation to proactively seek preventive care for their child. Negative attitude changes stemmed from distrust of COVID-19 public health efforts including vaccine development, and disillusionment with vaccines' ability to prevent disease. In multivariable models, intention to vaccinate was greater among parents reporting greater education, Democratic affiliation, greater religiosity, and urban residence. Negative attitude change due to the pandemic independently predicted reduced HPV vaccination intention, while positive attitude change predicted positive intention., Conclusions: Post-pandemic, most U.S. parents remain committed to vaccinating their children against HPV. However, addressing residual COVID-19 concerns could improve uptake among vaccine-hesitant parents., Competing Interests: Declaration of competing interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2024 The Author(s). Published by Elsevier Ltd.. All rights reserved.)
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- 2024
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4. Social Media, Public Health Research, and Vulnerability: Considerations to Advance Ethical Guidelines and Strengthen Future Research.
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Massey PM, Murray RM, Chiang SC, Russell AM, and Yudell MA
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- Humans, Public Health, Confidentiality, Privacy, Research Design, Social Media
- Abstract
The purpose of this article is to build upon prior work in social media research and ethics by highlighting an important and as yet underdeveloped research consideration: how should we consider vulnerability when conducting public health research in the social media environment? The use of social media in public health, both platforms and their data, has advanced the field dramatically over the past 2 decades. Applied public health research in the social media space has led to more robust surveillance tools and analytic strategies, more targeted recruitment activities, and more tailored health education. Ethical guidelines when using social media for public health research must also expand alongside these increasing capabilities and uses. Privacy, consent, and confidentiality have been hallmarks for ethical frameworks both in public health and social media research. To date, public health ethics scholarship has focused largely on practical guidelines and considerations for writing and reviewing social media research protocols. Such ethical guidelines have included collecting public data, reporting anonymized or aggregate results, and obtaining informed consent virtually. Our pursuit of the question related to vulnerability and public health research in the social media environment extends this foundational work in ethical guidelines and seeks to advance research in this field and to provide a solid ethical footing on which future research can thrive., (©Philip M Massey, Regan M Murray, Shawn C Chiang, Alex M Russell, Michael A Yudell. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 29.12.2023.)
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- 2023
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5. Alcohol Use Disorder Narratives in U.S. Digital News Coverage and Engagement on Social Media.
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Russell AM, Montemayor BN, Boardman Ndulue E, Barry AE, and Massey PM
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- Humans, United States, Mass Media, Public Opinion, Alcohol Drinking, Alcoholism, Social Media
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Social media regularly serves as a source of news and health-related information subsequently shaping public opinion and behavior. We examined mainstream digital news narratives about alcohol use disorder (AUD), including coverage of solutions to AUD, and associations between narratives and engagement on social media. AUD-related articles (N = 339) published in top U.S. newspapers and digital native news sources in 2019 were analyzed by trained coders with a structured codebook (κ = 0.75), examining characteristics of stories highlighting specific individuals affected by AUD and solution-framing of AUD. Facebook shares were used as a proxy measure for an article's potential "reach" on social media. Of articles focused on individuals (72.0%), most (62.7%) depicted individuals affected by AUD as criminals, as opposed to engaging with alcohol treatment or being in recovery (31.1%). These criminal depictions received over eight times as many FB shares, compared to alcohol use treatment or recovery depictions. Law enforcement solutions (63.9%) were depicted most often, followed by AUD-treatment oriented solutions (40.1%), and prevention-oriented solutions (15.8%). Law enforcement solutions received more than five times as much social media engagement than AUD-treatment oriented solutions and over twenty-nine times more engagement than prevention-oriented solutions. There is a need to increase news coverage featuring depictions of individuals who have successfully engaged with alcohol treatment and recovery, reflecting the millions of Americans who have resolved a significant past alcohol problem. News coverage of AUD should also incorporate more depictions of evidence-based prevention-oriented and treatment-oriented solutions to AUD.
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- 2023
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6. Characterizing Twitter chatter about temporary alcohol abstinence during "Dry January".
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Russell AM, Montemayor BN, Chiang SC, Milaham PJ, Barry AE, Lin HC, Bergman BG, and Massey PM
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- Humans, Alcohol Abstinence, Health Promotion, Public Health, Mass Media, Social Media
- Abstract
With roots as a public health campaign in the United Kingdom, "Dry January" is a temporary alcohol abstinence initiative encouraging participants to abstain from alcohol use during the month of January. Dry January has become a cultural phenomenon, gaining increasing news media attention and social media engagement. Given the utility of capturing naturalistic discussions around health topics on social media, we examined Twitter chatter about Dry January and associated temporary abstinence experiences. Public tweets were collected containing the search terms "dry january" or "dryjanuary" posted between 15 December and 15 February across 3 years (2020-2). A random subsample stratified by year (n = 3145) was pulled for manual content analysis by trained coders. Final codebook accounted for user sentiment toward Dry January, user account type, and themes related to Dry January participation. Engagement metadata (e.g. likes) were also collected. Though user sentiment was mixed, most tweets expressed positive or neutral sentiment toward Dry January (74.7%). Common themes included encouragement and support for Dry January participation (14.1%), experimentation with and promotion of nonalcoholic drinks (14.0%), and benefits derived from Dry January participation (10.4%). While there is promise in the movement to promote positive alcohol-related behavior change, increased efforts to deliver the campaign within a public health context are needed. Health communication campaigns designed to inform participants about evidence-based treatment and recovery support services proven to help people quit or cut down on their drinking are likely to maximize benefits., (© The Author(s) 2023. Medical Council on Alcohol and Oxford University Press. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.)
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- 2023
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7. HPV and COVID-19 vaccines: Social media use, confidence, and intentions among parents living in different community types in the United States.
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Manganello JA, Chiang SC, Cowlin H, Kearney MD, and Massey PM
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- Adolescent, Child, Humans, United States, COVID-19 Vaccines, Intention, Cross-Sectional Studies, Parents, Health Knowledge, Attitudes, Practice, Surveys and Questionnaires, Vaccination, Social Media, Papillomavirus Infections, COVID-19 prevention & control, Papillomavirus Vaccines
- Abstract
Our study measured parental confidence and intention/uptake of two adolescent vaccines (HPV and COVID-19), focusing on differences among community types including urban, suburban, and rural. Although social media provides a way for misinformation to spread, it remains a viable forum for countering misinformation and engaging parents with positive vaccine information across community types. Yet, little is understood about differences in social media use and vaccine attitudes and behaviors for parents living in rural, suburban and urban areas. We sought to determine how to better reach parents living in different community types with targeted social media channels and messaging. In August 2021, we used a cross-sectional survey programmed in Qualtrics to collect data from 452 parents of children ages 9 to 14 living in different community types across the United States. Participants came from a survey panel maintained by CloudResearch. Survey questions asked about demographics, political affiliation, community type, social media use, health and vaccine information sources, and attitudes and behaviors regarding the HPV and COVID-19 vaccines. Our sample of parents (n = 452) most frequently used Facebook (76%), followed by YouTube (55%), and Instagram (43%). When comparing social media use by community type, parents used the top platforms at similar rates. Social media use was associated with vaccine confidence and intention/uptake in unadjusted models but not in adjusted models. Further, there were no significant differences in HPV vaccine confidence or intention/uptake by community type (i.e., rural, suburban, urban). For the COVID-19 vaccine, parents in rural communities were less likely to have vaccine confidence and intention/uptake in the unadjusted model. For both HPV and COVID-19 vaccines, political affiliation was the only common factor associated with both vaccine confidence and intention/uptake. Parents who identified as Democrat compared to Republican had greater confidence in the vaccines and had higher odds of vaccine intention/uptake for their children. Although rurality has been associated with vaccine confidence in the past we did not find that in our study. Instead, political affiliation appeared to explain most of the variation in vaccine confidence and intention/uptake, suggesting that more research is needed to identify best practices for using social media to reach parents with different political beliefs., (© 2022. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.)
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- 2023
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8. Algorithmic accountability on social media platforms in the context of alcohol-related health behavior change.
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Russell AM, Bergman BG, Colditz JB, and Massey PM
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- Humans, Social Responsibility, Health Behavior, Ethanol, Social Media
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- 2023
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9. Using Natural Language Processing to Explore "Dry January" Posts on Twitter: Longitudinal Infodemiology Study.
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Russell AM, Valdez D, Chiang SC, Montemayor BN, Barry AE, Lin HC, and Massey PM
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- Humans, Natural Language Processing, Infodemiology, Pandemics, Ethanol, Social Media, COVID-19 epidemiology
- Abstract
Background: Dry January, a temporary alcohol abstinence campaign, encourages individuals to reflect on their relationship with alcohol by temporarily abstaining from consumption during the month of January. Though Dry January has become a global phenomenon, there has been limited investigation into Dry January participants' experiences. One means through which to gain insights into individuals' Dry January-related experiences is by leveraging large-scale social media data (eg, Twitter chatter) to explore and characterize public discourse concerning Dry January., Objective: We sought to answer the following questions: (1) What themes are present within a corpus of tweets about Dry January, and is there consistency in the language used to discuss Dry January across multiple years of tweets (2020-2022)? (2) Do unique themes or patterns emerge in Dry January 2021 tweets after the onset of the COVID-19 pandemic? and (3) What is the association with tweet composition (ie, sentiment and human-authored vs bot-authored) and engagement with Dry January tweets?, Methods: We applied natural language processing techniques to a large sample of tweets (n=222,917) containing the term "dry january" or "dryjanuary" posted from December 15 to February 15 across three separate years of participation (2020-2022). Term frequency inverse document frequency, k-means clustering, and principal component analysis were used for data visualization to identify the optimal number of clusters per year. Once data were visualized, we ran interpretation models to afford within-year (or within-cluster) comparisons. Latent Dirichlet allocation topic modeling was used to examine content within each cluster per given year. Valence Aware Dictionary and Sentiment Reasoner sentiment analysis was used to examine affect per cluster per year. The Botometer automated account check was used to determine average bot score per cluster per year. Last, to assess user engagement with Dry January content, we took the average number of likes and retweets per cluster and ran correlations with other outcome variables of interest., Results: We observed several similar topics per year (eg, Dry January resources, Dry January health benefits, updates related to Dry January progress), suggesting relative consistency in Dry January content over time. Although there was overlap in themes across multiple years of tweets, unique themes related to individuals' experiences with alcohol during the midst of the COVID-19 global pandemic were detected in the corpus of tweets from 2021. Also, tweet composition was associated with engagement, including number of likes, retweets, and quote-tweets per post. Bot-dominant clusters had fewer likes, retweets, or quote tweets compared with human-authored clusters., Conclusions: The findings underscore the utility for using large-scale social media, such as discussions on Twitter, to study drinking reduction attempts and to monitor the ongoing dynamic needs of persons contemplating, preparing for, or actively pursuing attempts to quit or cut down on their drinking., (©Alex M Russell, Danny Valdez, Shawn C Chiang, Ben N Montemayor, Adam E Barry, Hsien-Chang Lin, Philip M Massey. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 18.11.2022.)
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- 2022
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10. Communication Preferences of Parents and Caregivers of Children and Youth With Special Healthcare Needs During a Hypothetical Infectious Disease Emergency.
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Hipper TJ, Popek L, Davis RK, Turchi RM, Massey PM, Lege-Matsuura J, Lubell KM, Pechta L, Briseño L, Rose DA, Chatham-Stephens K, Leeb RT, and Chernak E
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- Adolescent, Young Adult, Child, Humans, Parents, Communication, Delivery of Health Care, Caregivers, Communicable Diseases
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Children and youth with special healthcare needs are at risk for severe consequences during infectious disease emergencies. Messages for parents and caregivers from trusted sources, via preferred channels, that contain the information they need, may improve health outcomes for this population. In this mixed methods study, we conducted a survey (N = 297) and 80 semistructured interviews, with 70 caregivers of children and youth and 10 young adults with special healthcare needs, between April 2018 and June 2019 in Pennsylvania. The survey presented 3 scenarios (ie, storm, disease outbreak, radiation event); the interviews included questions about storms and an outbreak. This article addresses only the disease outbreak data from each set. Participants were recruited through convenience samples from an urban tertiary care children's hospital and practices in a statewide medical home network. In this article, we summarize the preferred information sources, channels, and content needs of caregivers of children and youth with special healthcare needs during an infectious disease emergency. Nearly 84% of caregivers reported that they believe their child's doctor is the best source of information. Other preferred sources include medical experts (31%); the US Centers for Disease Control and Prevention (30%); friends, family, and neighbors (21%); and local or state health and emergency management (17%). Pediatric healthcare providers play an important role in providing information to parents and caregivers of children and youth with special healthcare needs during an infectious disease emergency. Public health agencies can establish health communication plans that integrate medical practices and other reliable sources to promote the dissemination of accurate information from trusted messengers.
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- 2022
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11. Correction: Google Trends on Human Papillomavirus Vaccine Searches in the United States From 2010 to 2021: Infodemiology Study.
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Bhagavathula AS and Massey PM
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[This corrects the article DOI: 10.2196/37656.]., (©Akshaya Srikanth Bhagavathula, Philip M Massey. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 04.10.2022.)
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- 2022
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12. Google Trends on Human Papillomavirus Vaccine Searches in the United States From 2010 to 2021: Infodemiology Study.
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Bhagavathula AS and Massey PM
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- Adolescent, Humans, Infodemiology, Search Engine, United States, Vaccination, Young Adult, Papillomavirus Infections prevention & control, Papillomavirus Vaccines therapeutic use
- Abstract
Background: The human papillomavirus (HPV) vaccine is recommended for adolescents and young adults to prevent HPV-related cancers and genital warts. However, HPV vaccine uptake among the target age groups is suboptimal., Objective: The aim of this infodemiology study was to examine public online searches in the United States related to the HPV vaccine from January 2010 to December 2021., Methods: Google Trends (GT) was used to explore online searches related to the HPV vaccine from January 1, 2010, to December 31, 2021. Online searches and queries on the HPV vaccine were investigated using relative search volumes (RSVs). Analysis of variance was performed to investigate quarterly differences in HPV vaccine searches in each year from 2010 to 2021. A joinpoint regression was used to identify statistically significant changes over time; the α level was set to .05., Results: The year-wise online search volume related to the HPV vaccine increased from 2010 to 2021, often following federal changes related to vaccine administration. Joinpoint regression analysis showed that HPV vaccine searches significantly increased on average by 8.6% (95% CI 5.9%-11.4%) across each year from 2010 to 2021. Moreover, HPV vaccine searches demonstrated a similar pattern across years, with search interest increasing through August nearly every year. At the state level, the highest 12-year mean RSV was observed in California (59.9, SD 14.3) and the lowest was observed in Wyoming (17.4, SD 8.5) during the period of 2010-2021., Conclusions: Online searches related to the HPV vaccine increased by an average of 8.6% across each year from 2010 to 2021, with noticeable spikes corresponding to key changes in vaccine recommendations. We identified patterns across years and differences at the state level in the online search interest related to the HPV vaccine. Public health organizations can use GT as a tool to characterize the public interest in and promote the HPV vaccine in the United States., (©Akshaya Srikanth Bhagavathula, Philip M Massey. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 29.08.2022.)
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- 2022
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13. Associations between heavy drinker's alcohol-related social media exposures and personal beliefs and attitudes regarding alcohol treatment.
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Russell AM, Ou TS, Bergman BG, Massey PM, Barry AE, and Lin HC
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Objective: Social media use among American adults is ubiquitous. Alcohol-related social media posts often glamorize heavy drinking, with increased exposure to such content associated with greater alcohol use. Comparatively less is known, however, about how social media promotes alcohol-related health behavior change. Greater scientific knowledge in this area may enhance our understanding of the relationship between social media and alcohol behaviors, helping to inform clinical and public health recommendations. We examined the relationship between exposure to peer alcohol-related social media posts (pro-drinking, negative consequences, and pro-treatment/recovery) and treatment-seeking intentions among heavy drinkers, as well as potential mediators of the relationship (e.g., attitudes toward treatment effectiveness)., Method: Hazardous drinking adults (aged 18-55 years) who use social media ( N = 499) completed an online questionnaire. Linear regression analysis examined the association between alcohol-related social media exposures and treatment-seeking intentions. Mediation was tested using structural equation modelling., Results: Exposure to peer pro-drinking posts was negatively associated with intentions to seek treatment ( β = -0.67, p < 0.01), whereas exposures to peer alcohol-related negative consequences posts and peer posts about positive experiences with treatment/recovery were positively associated with treatment-seeking intentions ( β = 0.69, p < 0.01; β = 1.23, p < 0.001, respectively). Mediation analysis concluded the effect of exposures on intentions was explained partially by attitudes toward treatment effectiveness (25.5%) and alcohol treatment stigma (6.1%). Conclusions: Findings suggest peers' alcohol-related social media posts may both promote and hinder health behavior change depending on the nature of the post. Future research that develops and tests social media-delivered interventions to promote treatment and recovery seeking is warranted., Competing Interests: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (© 2022 The Authors.)
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- 2022
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14. Measuring impact of storyline engagement on health knowledge, attitudes, and norms: A digital evaluation of an online health-focused serial drama in West Africa.
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Massey PM, Kearney MD, Rideau A, Peterson A, Gipson JD, Nianogo RA, Bornstein M, Prelip ML, and Glik DC
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- Female, Health Education, Humans, Longitudinal Studies, Male, Television, Drama, Health Knowledge, Attitudes, Practice
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Background: "Cest la Vie!" (CLV) is a serial drama that entertains, educates, and promotes positive health behaviors and social change for West African audiences. The purpose of this study was to evaluate if watching the CLV Season 2 series online had an impact on people's health knowledge, attitudes, and norms, focusing on populations in francophone West Africa., Methods: Between July 2019 and October 2019, viewers of CLV and non-viewers were recruited from Facebook and YouTube. We conducted an online longitudinal cohort study that assessed changes in health knowledge, attitudes, and norms (KAN) between these groups. Participants completed a baseline survey prior to the online airing and up to three follow-up surveys corresponding to specific health stories in the series, including sexual violence, emergency contraception, and female circumcision. We used descriptive statistics to describe viewers and non-viewers, and an item response theory (IRT) analysis to identify the effect of viewing CLV on overall KAN., Results: A total of 1674 respondents participated in the study. One in four participants (23%, n = 388) had seen one of the three storylines from CLV Season 2 (ie, CLV viewers). At follow-up, viewers were more likely than non-viewers to know when to correctly use emergency contraception (P < 0.001) and to believe that the practice of female circumcision should end (P = 0.001). Compared to people who did not see CLV, viewers of the series had 26% greater odds of answering pro-health responses at follow-up about sexual assault, emergency contraception, and female circumcision. Further, the level of engagement with specific storylines was associated with a differential impact on overall outcome questions., Conclusions: As internet access continues to grow across the globe and health education materials are created and adapted for new media environments, our study provides a novel approach to examining the impact of online entertainment-education content on health knowledge, attitudes, and norms., Competing Interests: Competing interests: The authors completed the ICMJE Unified Competing Interest Form (available upon request from the corresponding author) and declare no conflicts of interest., (Copyright © 2022 by the Journal of Global Health. All rights reserved.)
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- 2022
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15. COVID-19 testing demand amidst Omicron variant surge: Mass hysteria or population health need?
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Bhagavathula AS, Massey PM, and Khubchandani J
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- Humans, Hysteria, SARS-CoV-2, COVID-19, COVID-19 Testing trends, Health Services Needs and Demand
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- 2022
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16. Using TikTok in recovery from substance use disorder.
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Russell AM, Bergman BG, Colditz JB, Kelly JF, Milaham PJ, and Massey PM
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- Humans, Narration, Reproducibility of Results, Social Support, Social Media, Substance-Related Disorders therapy
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Background: There are many effective treatment options for substance use disorder (SUD), yet most individuals with SUD do not seek formal treatment services. Given the rising popularity of TikTok and need to foster innovative means through which to attract and engage individuals with SUD with treatment, we sought to characterize how TikTok users in SUD recovery are using this platform to bolster their recovery support and/or give hope to others who are struggling with substance use., Methods: Our sample consisted of 82 of the most liked TikTok videos related to attempts to cut down on or abstain from substances and/or strengthen SUD recovery. We employed an iterative process to codebook development resulting in codes for demographics, user-sentiment, video type, and mechanisms of recovery-related behavior change. Videos were independently double-coded and evaluated for inter-rater reliability., Results: Video in this sample were heavily viewed, accounting for over 2 million views per video and 325,000 likes on average. Most common video themes were sharing a journey from active SUD to recovery (40.2%) and sharing/celebrating a recovery milestone (37.8%), followed by recurrence of substance use (12.2%). Commonly exemplified mechanisms of recovery-related behavior change included embracing a strong social identity as a person in recovery (81.7%), social support (45.1%), and participation in rewarding alternative activities (39.0%)., Conclusion: TikTok SUD recovery-focused videos can potentially reach millions with portrayed themes similar to established therapeutic mobilizers and mechanisms. More research is needed to better understand whether digital recovery narratives can effectively normalize experiences of addiction and help-seeking behaviors., (Copyright © 2021 Elsevier B.V. All rights reserved.)
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- 2021
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17. Primary Source of Information About COVID-19 as a Determinant of Perception of COVID-19 Severity and Vaccine Uptake : Source of Information and COVID-19.
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Park S, Massey PM, and Stimpson JP
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- Aged, COVID-19 Vaccines, Humans, Medicare, Perception, SARS-CoV-2, United States, COVID-19, Vaccines
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Background: Identifying the key determinants of vaccine uptake in the context of coronavirus disease 2019 (COVID-19) is critical to increasing vaccination rates, especially for Medicare beneficiaries., Objective: We examined how the source of COVID-19 information shapes perceptions of COVID-19 severity and the likelihood of COVID-19 vaccine uptake among Medicare beneficiaries., Design, Setting, and Participants: We included 6478 Medicare beneficiaries from the Fall 2020 Medicare Current Beneficiary Survey COVID-19 Supplement., Main Measures: Our dependent variables were perception of COVID-19 severity and the likelihood of getting a COVID-19 vaccine. Our key independent variable was the beneficiaries' primary source of information about COVID-19 and included six mutually exclusive categories: traditional news sources, guidance from government officials, social media, other webpages/Internet, friends or family members, or health care providers., Key Results: Compared to those relying on traditional news sources or guidance from governmental officials, those relying on other sources had lower perceptions of COVID-19 severity and lower likelihood of getting a COVID-19 vaccine. Those relying on social media had the lowest levels in all measures (65.5% for those who agreed that COVID-19 is more contagious than the flu, 62.1% for those who agreed that COVID-19 is more deadly than the flu, 87.8% for those who agreed that all should take COVID-19 precautions, and 43.3% for those who answered that they would get a COVID-19 vaccine). The likelihood of COVID-19 vaccine uptake was also low among those relying on health care providers (55.5%). These findings remained similar even after adjusting for perceptions of COVID-19 severity in the relationship between the source of COVID-19 information and the likelihood of COVID-19 vaccine uptake., Conclusions: The primary source of information that Medicare beneficiaries used to learn about COVID-19 may play a critical role in shaping perceptions of COVID-19 severity and attitudes toward getting a COVID-19 vaccine., (© 2021. Society of General Internal Medicine.)
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- 2021
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18. Development of Personas to Communicate Narrative-Based Information About the HPV Vaccine on Twitter.
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Massey PM, Chiang SC, Rose M, Murray RM, Rockett M, Togo E, Klassen AC, Manganello JA, and Leader AE
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Introduction: Personas are based on real-life typologies of people that can be used to create characters and messages to communicate important health information through relatable narrative storylines. Persona development is data-driven and can involve multiple phases of formative research and evaluation; however, personas are largely underutilized in digital health research. The purpose of this study was to create and document persona development to deliver narrative-focused health education for parents on Twitter with the goal of increasing uptake of HPV vaccination among adolescents. Methods: Leveraging data from a mixed-method study conducted in the U.S. with a diverse population of parents with adolescents ages 9-14, we used both qualitative and quantitative data (e.g., the National Immunization Survey-Teen, focus groups, and social media) to create personas. These data sources were used to identify and develop key characteristics for personas to reflect a range of parents and their diverse understandings and experiences related to HPV vaccination. A parent advisory board provided insight and helped refine persona development. Results: Four personas emerged and were characterized as the (1) Informed Altruist, (2) Real Talker, (3) Information Gatherer, and (4) Supporter. Characteristics differed across personas and provided insights into targeted narrative strategies. Described attributes included demographics, psychographics, communication style, vaccine goals and aspirations, vaccine challenges and frustrations, and vaccine hesitancy. Discussion: This work demonstrates how multiple data sources can be used to create personas to deliver social media messages that can address the diverse preferences and needs of parents for HPV vaccine information. With increasing usage of social media for health information among parents, it is important for researchers to consider marketing and design thinking to create health communication messages that resonate with audiences., Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest., (Copyright © 2021 Massey, Chiang, Rose, Murray, Rockett, Togo, Klassen, Manganello and Leader.)
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- 2021
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19. Identifying HPV vaccine narrative communication needs among parents on social media.
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Massey PM, Togo E, Chiang SC, Klassen AC, Rose M, Manganello JA, and Leader AE
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Sharing personal experiences is an important communication strategy in public health, including vaccination. This study sought to understand if parents would be receptive to learning about the HPV vaccine from other parent experiences, and what format this information should take on social media. In May 2020, we conducted a qualitative study of six online focus groups across the U.S. with parents (n = 48) of children ages 9-14. Using a text-based discussion format, we discussed their experiences getting information about the HPV vaccine and using Twitter to learn about health topics. Four coders structured qualitative findings by themes including content, delivery, and source of information. An accompanying survey was used to describe participant Twitter use and HPV vaccine knowledge and attitudes. The average participant age was 44.6 years old, 63% were mothers, and the majority had high HPV vaccine knowledge. Parents indicated that they want to hear from other parents about their experiences with the HPV vaccine. However, it was hard to know where to find this information. When experiences are shared on social media, the negative ones are more memorable and more personal. Parents thought Twitter could be an important space to communicate about the HPV vaccine if it was done in a credible, verifiable, and authentic way. Parents want to learn about the HPV vaccine through other parent experiences, especially when this aligns with science supporting the vaccine. Public health and medical communities must embrace this mix of evidence and lived experiences to deliver and discuss health information., Competing Interests: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (© 2021 The Authors.)
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- 2021
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20. Health Literacy, Digital Health Literacy, and COVID-19 Pandemic Attitudes and Behaviors in U.S. College Students: Implications for Interventions.
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Patil U, Kostareva U, Hadley M, Manganello JA, Okan O, Dadaczynski K, Massey PM, Agner J, and Sentell T
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- Attitude, COVID-19 Vaccines, Cross-Sectional Studies, Humans, Pandemics prevention & control, SARS-CoV-2, Students, Surveys and Questionnaires, United States epidemiology, COVID-19, Health Literacy
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The COVID-19 pandemic has been accompanied by rapidly emerging evidence, changing guidance, and misinformation, which present new challenges for health literacy (HL) and digital health literacy (DHL) skills. This study explored whether COVID-19-related information access, attitudes, and behaviors were associated with health literacy and digital health literacy among college students in the United States. Self-reported measures of health literacy, along with items on pandemic-related attitudes, behaviors, information sources, and social networks, were collected online using a managed research panel. In July 2020, 256 responses were collected, which mirrored the racial/ethnic and gender diversity of U.S. colleges. Only 49% reported adequate HL, and 57% found DHL tasks easy overall. DHL did not vary by HL level. In multivariable models, both HL and DHL were independently associated with overall compliance with basic preventive practices. Higher DHL, but not HL, was significantly associated with greater willingness to get a COVID-19 vaccine and the belief that acquiring the disease would negatively impact their life. On average, respondents discussed health with 4-5 people, which did not vary by HL or DHL measures. The usage of online information sources varied by HL and DHL. The study findings can inform future student-focused interventions, including identifying the distinct roles of HL and DHL in pandemic information access, attitudes, and behaviors.
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- 2021
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21. Understanding the messages and motivation of vaccine hesitant or refusing social media influencers.
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Leader AE, Burke-Garcia A, Massey PM, and Roark JB
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- Adult, Child, Comprehension, Humans, Motivation, Vaccination, Social Media, Vaccines
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Background: While anti-vaccine messages on social media have been studied for content, reach, and effectiveness, less is known about those who create and promote the messages. Online influencers, or 'everyday people who are influential within their online social networks', are viewed as trusted voices who are often making similar life decisions as their followers. Therefore, their experiences with and perspectives on health issues can be persuasive., Methods: We collaborated with a formal network of online influencers to interview, using a semi-structured interview guide, vaccine hesitant influencer mothers about their views on vaccination; their process for developing health-related social media content; their motivation to promote anti-vaccine messages; and their opinions on current vaccination messaging. Prescreening ensured a diverse sample by race/ethnicity, age, education, number of children, and geographic residence. Interviews occurred by telephone, were audio recorded, and transcribed. Themes were generated independently by two coders using a deductive coding approach., Results: We interviewed 15 online influencer mothers from across the U.S. (average age 39 years old; all married; 13 Caucasian, 1 African American, 1 Hispanic). In some capacity, 5 of the 15 wrote about vaccination on their blog. Those who chose not to post anti-vaccine content did so for fear of alienating followers or having their platform be the site of combative discourse among readers. When researching their social media posts, the influencers did not trust mainstream sources of health information and relied on alternative sources and search engines., Implications: This exploratory study interviewed influential mothers who have the ability to spread anti-vaccine messages on social media. While most do not contribute to the anti-vaccine sentiment, understanding the motivation and practices of those that do assists the public health community in better understanding the online vaccination communication environment, leading to more effective messages to counterbalance anti-vaccine content on social media., Competing Interests: Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2020 Elsevier Ltd. All rights reserved.)
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- 2021
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22. Dimensions of Misinformation About the HPV Vaccine on Instagram: Content and Network Analysis of Social Media Characteristics.
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Massey PM, Kearney MD, Hauer MK, Selvan P, Koku E, and Leader AE
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- Humans, Papillomavirus Vaccines standards, Social Media standards, Social Network Analysis
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Background: The human papillomavirus (HPV) vaccine is a major advancement in cancer prevention and this primary prevention tool has the potential to reduce and eliminate HPV-associated cancers; however, the safety and efficacy of vaccines in general and the HPV vaccine specifically have come under attack, particularly through the spread of misinformation on social media. The popular social media platform Instagram represents a significant source of exposure to health (mis)information; 1 in 3 US adults use Instagram., Objective: The objective of this analysis was to characterize pro- and anti-HPV vaccine networks on Instagram, and to describe misinformation within the anti-HPV vaccine network., Methods: From April 2018 to December 2018, we collected publicly available English-language Instagram posts containing hashtags #HPV, #HPVVaccine, or #Gardasil using Netlytic software (n=16,607). We randomly selected 10% of the sample and content analyzed relevant posts (n=580) for text, image, and social media features as well as holistic attributes (eg, sentiments, personal stories). Among antivaccine posts, we organized elements of misinformation within four broad dimensions: 1) misinformation theoretical domains, 2) vaccine debate topics, 3) evidence base, and 4) health beliefs. We conducted univariate, bivariate, and network analyses on the subsample of posts to quantify the role and position of individual posts in the network., Results: Compared to provaccine posts (324/580, 55.9%), antivaccine posts (256/580, 44.1%) were more likely to originate from individuals (64.1% antivaccine vs 25.0% provaccine; P<.001) and include personal narratives (37.1% vs 25.6%; P=.003). In the antivaccine network, core misinformation characteristics included mentioning #Gardasil, purporting to reveal a lie (ie, concealment), conspiracy theories, unsubstantiated claims, and risk of vaccine injury. Information/resource posts clustered around misinformation domains including falsification, nanopublications, and vaccine-preventable disease, whereas personal narrative posts clustered around different domains of misinformation, including concealment, injury, and conspiracy theories. The most liked post (6634 likes) in our full subsample was a positive personal narrative post, created by a non-health individual; the most liked post (5604 likes) in our antivaccine subsample was an informational post created by a health individual., Conclusions: Identifying characteristics of misinformation related to HPV vaccine on social media will inform targeted interventions (eg, network opinion leaders) and help sow corrective information and stories tailored to different falsehoods., (©Philip M Massey, Matthew D Kearney, Michael K Hauer, Preethi Selvan, Emmanuel Koku, Amy E Leader. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 03.12.2020.)
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- 2020
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23. Social media engagement association with human papillomavirus and vaccine awareness and perceptions: Results from the 2017 US Health Information National Trends Survey.
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Rosen BL, Wheldon C, Thompson EL, Maness S, and Massey PM
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- Adult, Health Knowledge, Attitudes, Practice, Humans, Papillomaviridae, Patient Acceptance of Health Care, Perception, Surveys and Questionnaires, Alphapapillomavirus, Papillomavirus Infections prevention & control, Papillomavirus Vaccines, Social Media
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Due to social media's ability to publicize misinformation about vaccines, there is a need to study associations between social media engagement (SME) with human papillomavirus (HPV) and vaccine-related awareness and beliefs. Therefore, the study objectives were to (1) describe the SME of a nationally representative sample of US adults, and (2) determine the associations between SME and HPV-related awareness, HPV-related knowledge, HPV vaccine-related awareness, and perceived HPV vaccine efficacy. In 2019, we completed a secondary analysis of the 2017 Health Information National Trends Survey (Cycle 5.1). We created the SME index from 5 social media items. For each outcome variable, 3 models using binary and multinomial logistic regression were estimated. SME in the sample (n = 3171) was low (M = 0.9; range: 0-2). Respondents with higher SME had higher odds of HPV awareness (AOR = 1.56; 95% CI = 1.23, 1.99). Higher SME was associated with awareness of the HPV vaccine (AOR = 1.46; 95% CI = 1.16, 1.85). Respondents with higher SME had higher odds of perceiving HPV vaccine to be "not at all successful" (AOR = 2.22; 95% CI = 1.16, 4.24), "a little successful" (AOR = 1.99; 95% CI = 1.35, 2.94), "pretty successful" (AOR = 1.40; 95% CI = 1.04, 1.89), and "very successful" (AOR = 1.40; 95% CI = 1.02, 1.92) compared to those who selected "don't know" after adjusting for demographics and internet use. Our study highlights novel findings using a comprehensive SME index with a national sample providing insight to leverage existing consumer behaviors to better connect and disseminate accurate HPV information in a more strategic manner., Competing Interests: Declaration of competing interest This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors., (Copyright © 2020 Elsevier Inc. All rights reserved.)
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- 2020
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24. The heterogeneous effect of marijuana decriminalization policy on arrest rates in Philadelphia, Pennsylvania, 2009-2018.
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Tran NK, Goldstein ND, Purtle J, Massey PM, Lankenau SE, Suder JS, and Tabb LP
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- Adolescent, Adult, Cannabis, Crime trends, Female, Humans, Interrupted Time Series Analysis trends, Male, Philadelphia epidemiology, Crime legislation & jurisprudence, Interrupted Time Series Analysis methods, Law Enforcement methods, Marijuana Use legislation & jurisprudence, Vulnerable Populations
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Background: Marijuana decriminalization holds potential to reduce health inequities. However, limited attention has focused on assessing the impact of decriminalization policies across different populations. This study aims to determine the differential effect of a marijuana decriminalization policy change in Philadelphia, PA on marijuana arrests by demographic characteristics., Methods: Using a comparative interrupted time series design, we assessed whether the onset of marijuana decriminalization in Philadelphia County was associated with reduction in arrests rates from 2009 to 2018 compared to Dauphin County. Stratified models were used to describe the differential impact of decriminalization across different demographic populations., Results: Compared to Dauphin, the mean arrest rate for all marijuana-related crimes in Philadelphia declined by 19.9 per 100,000 residents (34.9% reduction), 17.1 per 100,000 residents (43.1% reduction) for possession, and 2.8 per 100,000 resident (15.9% reduction) for sales/manufacturing. Arrest rates also differed by demographic characteristics post-decriminalization. Notably, African Americans had a greater absolute/relative reduction in possession-based arrests than Whites. However, relative reductions for sales/manufacturing-based arrests was nearly 3 times lower for African Americans. Males had greater absolute/relative reduction for possession-based arrests, but lower relative reduction for sales/manufacturing-based arrests compared to females. There were no substantial absolute differences by age; however, youths (vs. adults) experienced higher relative reduction in arrest rates., Conclusions: Findings suggest an absolute/relative reduction for possession-based arrests post-decriminalization; however, relative disparities in sales/manufacturing-based arrests, specifically for African Americans, increased. More consideration towards the heterogeneous effect of marijuana decriminalization are needed given the unintended harmful effects of arrest on already vulnerable populations., Competing Interests: Declaration of Competing Interest None., (Copyright © 2020 Elsevier B.V. All rights reserved.)
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- 2020
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25. Awareness and knowledge of HPV and HPV vaccination among adults ages 27-45 years.
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Thompson EL, Wheldon CW, Rosen BL, Maness SB, Kasting ML, and Massey PM
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- Adult, Female, Humans, Male, Middle Aged, Surveys and Questionnaires, Vaccination, Health Knowledge, Attitudes, Practice, Papillomavirus Infections prevention & control, Papillomavirus Vaccines administration & dosage, Uterine Cervical Neoplasms prevention & control
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Objective: Recent guidelines indicate adults 27-45 years old can receive the human papillomavirus (HPV) vaccine based on a shared-decision with their healthcare provider. With this expansion in recommendations, there is a need to examine the awareness and knowledge of HPV and HPV vaccination among this age group for cancer prevention., Methods: HINTS-5 Cycle-2 is a national survey of US adults, and was restricted to a complete case analysis of adults ages 27-45 years (N = 725). Sociodemographic, healthcare, and health information correlates were assessed for the outcomes of HPV awareness, HPV vaccine awareness, knowledge of HPV and cervical cancer, and knowledge of HPV and non-cervical cancers. Survey-weighted logistic regression models were conducted., Results: Most respondents were aware of HPV (72.9%) and HPV vaccination (67.1%). Respondents were more likely to be aware of HPV and HPV vaccination if they were female, had a higher level of education, and had previous cancer information seeking behaviors. Although there was widespread knowledge of HPV as a cause of cervical cancer (79.6%), knowledge of HPV as a cause of non-cervical cancers was reported by a minority of respondents (36.1%). College education was positively associated with cervical cancer knowledge (aOR = 4.62; 95%CI: 1.81-11.78); however, no significant correlates were identified for non-cervical HPV associated cancer knowledge., Conclusion: While more than half of adults ages 27-45 years are aware of HPV and HPV vaccination, there are opportunities to improve awareness and knowledge, particularly related to non-cervical cancers, as these are critical first steps toward shared decision-making for HPV vaccination in mid-adulthood., Competing Interests: Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper., (Copyright © 2020 Elsevier Ltd. All rights reserved.)
- Published
- 2020
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26. Barriers and facilitators to mammography among women with intellectual disabilities: a qualitative approach.
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Arana-Chicas E, Kioumarsi A, Carroll-Scott A, Massey PM, Klassen AC, and Yudell M
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Although women with intellectual disabilities have the same breast cancer incidence rate as women without intellectual disabilities, they have fewer mammograms and higher mortality rates. Qualitative inquiry was employed to explore barriers and facilitators to mammography among this population. In-depth qualitative interviews were conducted with 30 women with intellectual disabilities and their caregivers in Philadelphia during 2015-2016. Thematic analysis was conducted using inductive and deductive coding. While results provide further evidence for prior research on barriers to mammography among women with intellectual disabilities (e.g. being unprepared, fear of the exam), this study generated novel barriers such as lack of breast ultrasound awareness, sedation failing to work, and lack of mammogram education in adult day programs, and novel facilitators such as extended family support and positive attitudes. Results support the need to address barriers and promote facilitators to improve the breast cancer screening experience among women with intellectual disabilities., Competing Interests: Disclosure statement No conflict of interest to report.
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- 2020
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27. Characterizing HPV Vaccine Sentiments and Content on Instagram.
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Kearney MD, Selvan P, Hauer MK, Leader AE, and Massey PM
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- Clinical Coding, Female, Humans, Information Storage and Retrieval, Patient Acceptance of Health Care, Papillomavirus Vaccines administration & dosage, Social Media, Uterine Cervical Neoplasms prevention & control, Vaccination
- Abstract
Background. With its growing popularity, inclusion of image and text, and user-friendly interface, Instagram is uniquely positioned for exploring health behaviors and sources and types of informational exposure related to the human papillomavirus (HPV) vaccine. Aims. To characterize public Instagram posts about the HPV vaccine and quantify the impact of sentiment and context on engagement via likes. Method. Using Netlytic, 3,378 publicly available English-language posts were collected using the search terms "#HPV," "#HPVVaccine," and "#Gardasil." We randomly selected 1,200 posts to content analyze. Our final analytic sample included 360 posts after excluding posts whose links were no longer active ( n = 221) or that were not relevant ( n = 619). Results. A higher proportion of posts were pro-vaccine (55.8%) than anti-vaccine (42.2%). Pro-HPV vaccination posts were liked significantly less than anti-vaccination posts (24 vs. 86 likes; p < .001). More posts contained actionable information/resources (63.9%) than personal narrative elements (36.1%). Less than one in three posts (30.0%) came from health-related sources. Discussion. Pro-vaccine posts were more prevalent on Instagram, and anti-vaccine posts had higher engagement and typically included misleading information about the HPV vaccine. Personal narratives skewed toward anti-vaccine sentiments and most were produced by individual users. Pro-vaccine narratives portrayed individuals who received the vaccine, but provided limited details on vaccine experiences, starkly contrasting with the depth of details in anti-vaccine personal narrative posts. Conclusion. On Instagram, individuals and organizations have an opportunity to promote HPV vaccination by continuing to provide informational resources in addition to creating more narrative-style posts.
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- 2019
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28. Racial/Ethnic Disparities in Mammogram Frequency Among Women With Intellectual Disability.
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Arana E, Carroll-Scott A, Massey PM, Lee NL, Klassen AC, and Yudell M
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- Adult, Black or African American statistics & numerical data, Aged, Breast Neoplasms ethnology, Female, Hispanic or Latino statistics & numerical data, Humans, Logistic Models, Middle Aged, Philadelphia, Socioeconomic Factors, White People statistics & numerical data, Breast Neoplasms diagnostic imaging, Healthcare Disparities ethnology, Intellectual Disability, Mammography statistics & numerical data
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Little information exists on the associations between intellectual disability (ID) and race/ethnicity on mammogram frequency. This study collected survey and medical record data to examine this relationship. Results indicated that Hispanic and Black women with ID were more likely than White women with ID to have mammograms every 2 years. Participants who live in a state-funded residence, were aged 50+, and had a mild or moderate level of ID impairment were more likely to undergo mammography compared to participants living with family or alone, were <50, and had severe ID impairment. Further research is needed to understand the mechanisms explaining disparities in mammograms between these racial/ethnic groups.
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- 2019
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29. The Disaster Information Needs of Families of Children with Special Healthcare Needs: A Scoping Review.
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Hipper TJ, Davis R, Massey PM, Turchi RM, Lubell KM, Pechta LE, Rose DA, Wolkin A, Briseño L, Franks JL, and Chernak E
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- Child, Humans, Schools standards, Surveys and Questionnaires, Disabled Children psychology, Disaster Planning standards, Disasters, Information Dissemination methods
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Families with children who have access and mobility challenges, chronic illness, or intellectual or developmental disabilities require targeted messages before, during, and after disasters to ensure that they understand risks to their children's health and can take measures to avoid harm and build resilience. A scoping review was conducted to assess current evidence for optimal ways to address the disaster information needs and communication preferences of families with children and youth with special healthcare needs. The disaster information needs of such families remain understudied, with few published evidence-based practices. Much of the relevant research focuses on information content, specifically the preparedness needs of these families; disaster recovery information for them remains a major gap. The few studies that have been performed suggest that parents with children and youth with special healthcare needs require additional information, education, and training to develop an effective disaster preparedness plan for their children. They are also largely unaware of schools' disaster plans, and schools are often unable to meet parents' expectations for timely, accurate information during a disaster. Several guidance documents highlighted the importance of completing an emergency information form before an event. Several studies suggested that one-on-one education or counseling was a strategy for encouraging preparedness planning; others highlighted potential value in incorporating families directly into disaster risk reduction planning. Evidence about channel preferences and their effectiveness in this population was generally lacking. Future studies should expand the evidence basis for optimal communication during all disaster phases both with parents of children and youth with special healthcare needs and with children directly.
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- 2018
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30. What Drives Health Professionals to Tweet About #HPVvaccine? Identifying Strategies for Effective Communication.
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Massey PM, Budenz A, Leader A, Fisher K, Klassen AC, and Yom-Tov E
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- Area Under Curve, Data Mining, Female, Humans, Papillomavirus Vaccines administration & dosage, Parents psychology, Prospective Studies, Uterine Cervical Neoplasms prevention & control, Attitude of Health Personnel, Information Dissemination methods, Social Media statistics & numerical data, Vaccination psychology
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Introduction: We conducted this study to quantify how health professionals use Twitter to communicate about the human papillomavirus (HPV) vaccine., Methods: We collected 193,379 tweets from August 2014 through July 2015 that contained key words related to HPV vaccine. We classified all tweets on the basis of user, audience, sentiment, content, and vaccine characteristic to examine 3 groups of tweets: 1) those sent by health professionals, 2) those intended for parents, and 3) those sent by health professionals and intended for parents. For each group, we identified the 7-day period in our sample with the most number of tweets (spikes) to report content., Results: Of the 193,379 tweets, 20,451 tweets were from health professionals; 16,867 tweets were intended for parents; and 1,233 tweets overlapped both groups. The content of each spike varied per group. The largest spike in tweets from health professionals (n = 851) focused on communicating recently published scientific evidence. Most tweets were positive and were about resources and boys. The largest spike in tweets intended for parents (n = 1,043) centered on a national awareness day and were about resources, personal experiences, boys, and girls. The largest spike in tweets from health professionals to parents (n = 89) was in January and centered on an event hosted on Twitter that focused on cervical cancer awareness month., Conclusion: Understanding drivers of tweet spikes may help shape future communication and outreach. As more parents use social media to obtain health information, health professionals and organizations can leverage awareness events and personalize messages to maximize potential reach and parent engagement.
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- 2018
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31. Nativity and language preference as drivers of health information seeking: examining differences and trends from a U.S. population-based survey.
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Massey PM, Langellier BA, Sentell T, and Manganello J
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- Adult, Aged, Female, Health Promotion trends, Hispanic or Latino statistics & numerical data, Humans, Internet, Male, Middle Aged, Racial Groups, Socioeconomic Factors, Surveys and Questionnaires, White People statistics & numerical data, Emigration and Immigration trends, Ethnicity statistics & numerical data, Information Seeking Behavior, Language
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Objective: To examine differences in health information seeking between U.S.-born and foreign-born populations in the U.S., Design: Data from 2008 to 2014 from the Health Information National Trends Survey were used in this study (n = 15,249). Bivariate analyses, logistic regression, and predicted probabilities were used to examine health information seeking and sources of health information., Results: Findings demonstrate that 59.3% of the Hispanic foreign-born population reported looking for health information, fewer than other racial/ethnic groups in the sample. Compared with non-Hispanic White, non-Hispanic Black (OR = 0.62) and Hispanic foreign-born individuals (OR = 0.31) were the least likely to use the internet as a first source for health information. Adjustment for language preference explains much of the disparity in health information seeking between the Hispanic foreign-born population and Whites; controlling for nativity, respondents who prefer Spanish have 0.25 the odds of using the internet as a first source of health information compared to those who prefer English., Conclusion: Foreign-born nativity and language preference are significant determinants of health information seeking. Further research is needed to better understand how information seeking patterns can influence health care use, and ultimately health outcomes. To best serve diverse racial and ethnic minority populations, health care systems, health care providers, and public health professionals must provide culturally competent health information resources to strengthen access and use by vulnerable populations, and to ensure that all populations are able to benefit from evolving health information sources in the digital age.
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- 2017
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32. Visualizing Patterns and Trends of 25 Years of Published Health Literacy Research.
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Massey PM, Kim MC, Dalrymple PW, Rogers ML, Hawthorne KH, and Manganello JA
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Background: With an increase in the number of disciplines contributing to health literacy scholarship, we sought to explore the nature of interdisciplinary research in the field., Objective: This study sought to describe disciplines that contribute to health literacy research and to quantify how disciplines draw from and contribute to an interdisciplinary evidence base, as measured by citation networks., Methods: We conducted a literature search for health literacy articles published between 1991 and 2015 in four bibliographic databases, producing 6,229 unique bibliographic records. We employed a scientometric tool (CiteSpace [Version 4.4.R1]) to quantify patterns in published health literacy research, including a visual path from cited discipline domains to citing discipline domains., Key Results: The number of health literacy publications increased each year between 1991 and 2015. Two spikes, in 2008 and 2013, correspond to the introduction of additional subject categories, including information science and communication. Two journals have been cited more than 2,000 times-the Journal of General Internal Medicine ( n = 2,432) and Patient Education and Counseling ( n = 2,252). The most recently cited journal added to the top 10 list of cited journals is the Journal of Health Communication ( n = 989). Three main citation paths exist in the health literacy data set. Articles from the domain "medicine, medical, clinical" heavily cite from one domain (health, nursing, medicine), whereas articles from the domain "psychology, education, health" cite from two separate domains (health, nursing, medicine and psychology, education, social)., Conclusions: Recent spikes in the number of published health literacy articles have been spurred by a greater diversity of disciplines contributing to the evidence base. However, despite the diversity of disciplines, citation paths indicate the presence of a few, self-contained disciplines contributing to most of the literature, suggesting a lack of interdisciplinary research. To address complex and evolving challenges in the health literacy field, interdisciplinary team science, that is, integrating science from across multiple disciplines, should continue to grow. [ Health Literacy Research and Practice . 2017;1(4):e182-e191.] ., Plain Language Summary: The addition of diverse disciplines conducting health literacy scholarship has spurred recent spikes in the number of publications. However, citation paths suggest that interdisciplinary research can be strengthened. Findings directly align with the increasing emphasis on team science, and support opportunities and resources that incentivize interdisciplinary health literacy research.
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- 2017
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33. Understanding where and why Senegalese adolescents and young adults access health information: A mixed methods study examining contextual and personal influences on health information seeking.
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Adams RM, Riess H, Massey PM, Gipson JD, Prelip ML, Dieng T, and Glik DC
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Background: Adolescent and young adult years are critical to the development of behaviors that influence health across the life course. To reveal which health communication channels should be used to effectively reach and influence younger populations in Senegal, we used a mixed methods approach to identify and interpret the multifaceted influences surrounding where and why this population accesses health information., Methods: We conducted 16 focus group discussions among adolescents and young adults in Senegal in September 2012. We then collected survey data from a larger, more diverse sample of Senegalese youth in October-November 2014., Results: Our results demonstrate that information sources vary by health topic, differential access, age, and other demographics. While there is a greater perception of credibility and usefulness in information received from health professionals, stigma remains a barrier for obtaining information about HIV/AIDS from health centers. Older youth are also less likely to seek health information from adults, which may be influenced by preferred use of information technologies, especially for information about taboo health topics., Conclusions: Our findings support multi-pronged, targeted approaches to health communication efforts. We recommend that doctors continue to provide actionable information about preventing or treating specific diseases, whereas teachers should educate youth about general health topics and health promotion behaviors. The results suggest that traditional mass media, such as radio and television, are the best communication channels for information about HIV and sexual/reproductive health, especially for older adolescents and young adults.
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- 2017
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34. Human papillomavirus (HPV) awareness and vaccine receptivity among Senegalese adolescents.
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Massey PM, Boansi RK, Gipson JD, Adams RM, Riess H, Dieng T, Prelip ML, and Glik DC
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- Adolescent, Female, Humans, Male, Rural Population, Senegal, Socioeconomic Factors, Urban Population, Young Adult, Awareness, Health Knowledge, Attitudes, Practice, Papillomavirus Infections prevention & control, Papillomavirus Vaccines administration & dosage, Patient Acceptance of Health Care statistics & numerical data
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Objective: To examine HPV vaccine awareness and receptivity among adolescents and young adults in Senegal., Methods: Participants from six high schools and five community centres across five regions of Senegal (n = 2286) completed a self-administered questionnaire in October and November 2014. The study assessed HPV awareness and receptivity towards receiving the HPV vaccine. Multivariable logistic regression explored statistically significant relationships between the predictor variables and both outcomes., Results: Twenty-seven percent had heard of HPV. Among those who had heard of HPV (n = 616), only 28% indicated willingness to vaccinate. Multivariable analysis showed that respondents from rural areas had 63% higher odds (95% CI: 1.24, 2.12) of having heard of HPV than those in urban areas. Respondents with fathers who had completed higher education had 41% higher odds (95% CI: 1.04, 1.92) of being aware of HPV (P < 0.05); however, every level of father's education (as compared to no education at all) was negatively associated with willingness to vaccinate. Respondents who had previously spoken to a healthcare professional about the HPV vaccine had 80% higher odds (95% CI: 1.16, 2.81) of willingness to vaccinate than those who did not speak to a provider about the vaccine., Conclusions: Healthcare providers and parents are important stakeholders in disseminating HPV vaccine information. Given the overall low levels of awareness, there is a great opportunity for public health communication efforts to craft health messaging and information in a way to maximise receptivity, outlining benefits and providing information on the minimal risks associated with the vaccine., (© 2016 John Wiley & Sons Ltd.)
- Published
- 2017
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35. Applying Multiple Data Collection Tools to Quantify Human Papillomavirus Vaccine Communication on Twitter.
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Massey PM, Leader A, Yom-Tov E, Budenz A, Fisher K, and Klassen AC
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- Female, Health Communication, Humans, Prospective Studies, Public Health, ROC Curve, Retrospective Studies, United States, Vaccination, Data Collection methods, Papillomavirus Infections prevention & control, Papillomavirus Vaccines administration & dosage, Sexually Transmitted Diseases prevention & control, Social Media, Uterine Cervical Neoplasms prevention & control
- Abstract
Background: Human papillomavirus (HPV) is the most common sexually transmitted infection in the United States. There are several vaccines that protect against strains of HPV most associated with cervical and other cancers. Thus, HPV vaccination has become an important component of adolescent preventive health care. As media evolves, more information about HPV vaccination is shifting to social media platforms such as Twitter. Health information consumed on social media may be especially influential for segments of society such as younger populations, as well as ethnic and racial minorities., Objective: The objectives of our study were to quantify HPV vaccine communication on Twitter, and to develop a novel methodology to improve the collection and analysis of Twitter data., Methods: We collected Twitter data using 10 keywords related to HPV vaccination from August 1, 2014 to July 31, 2015. Prospective data collection used the Twitter Search API and retrospective data collection used Twitter Firehose. Using a codebook to characterize tweet sentiment and content, we coded a subsample of tweets by hand to develop classification models to code the entire sample using machine learning procedures. We also documented the words in the 140-character tweet text most associated with each keyword. We used chi-square tests, analysis of variance, and nonparametric equality of medians to test for significant differences in tweet characteristic by sentiment., Results: A total of 193,379 English-language tweets were collected, classified, and analyzed. Associated words varied with each keyword, with more positive and preventive words associated with "HPV vaccine" and more negative words associated with name-brand vaccines. Positive sentiment was the largest type of sentiment in the sample, with 75,393 positive tweets (38.99% of the sample), followed by negative sentiment with 48,940 tweets (25.31% of the sample). Positive and neutral tweets constituted the largest percentage of tweets mentioning prevention or protection (20,425/75,393, 27.09% and 6477/25,110, 25.79%, respectively), compared with only 11.5% of negative tweets (5647/48,940; P<.001). Nearly one-half (22,726/48,940, 46.44%) of negative tweets mentioned side effects, compared with only 17.14% (12,921/75,393) of positive tweets and 15.08% of neutral tweets (3787/25,110; P<.001)., Conclusions: Examining social media to detect health trends, as well as to communicate important health information, is a growing area of research in public health. Understanding the content and implications of conversations that form around HPV vaccination on social media can aid health organizations and health-focused Twitter users in creating a meaningful exchange of ideas and in having a significant impact on vaccine uptake. This area of research is inherently interdisciplinary, and this study supports this movement by applying public health, health communication, and data science approaches to extend methodologies across fields., Competing Interests: Conflicts of Interest: None declared., (©Philip M Massey, Amy Leader, Elad Yom-Tov, Alexandra Budenz, Kara Fisher, Ann C Klassen. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 05.12.2016.)
- Published
- 2016
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36. Nutrition activation and dietary intake disparities among US adults.
- Author
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Langellier BA and Massey PM
- Subjects
- Adult, Black or African American, Cross-Sectional Studies, Fast Foods, Female, Hispanic or Latino, Humans, Male, Middle Aged, Nutritive Sweeteners, United States, White People, Beverages, Diet, Energy Intake, Nutrition Surveys
- Abstract
Objective: To introduce the concept 'nutrition activation' (the use of health and nutrition information when making food and diet decisions) and to assess the extent to which nutrition activation varies across racial/ethnic groups and explains dietary disparities., Design: Cross-sectional sample representative of adults in the USA. Primary outcome measures include daily energy intake and consumption of sugar-sweetened beverages (SSB), fast foods and sit-down restaurant foods as determined by two 24 h dietary recalls. We use bivariate statistics and multiple logistic and linear regression analyses to assess racial/ethnic disparities in nutrition activation and food behaviour outcomes., Setting: USA., Subjects: Adult participants (n 7825) in the 2007-2010 National Health and Nutrition Examination Survey., Results: Nutrition activation varies across racial/ethnic groups and is a statistically significant predictor of SSB, fast-food and restaurant-food consumption and daily energy intake. Based on the sample distribution, an increase from the 25th to 75th percentile in nutrition activation is associated with a decline of about 377 kJ (90 kcal)/d. Increased nutrition activation is associated with a larger decline in SSB consumption among whites than among blacks and foreign-born Latinos. Fast-food consumption is associated with a larger 'spike' in daily energy intake among blacks (+1582 kJ (+378 kcal)/d) than among whites (+678 kJ (+162 kcal)/d)., Conclusions: Nutrition activation is an important but understudied determinant of energy intake and should be explicitly incorporated into obesity prevention interventions, particularly among racial/ethnic minorities.
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- 2016
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37. Where Do U.S. Adults Who Do Not Use the Internet Get Health Information? Examining Digital Health Information Disparities From 2008 to 2013.
- Author
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Massey PM
- Subjects
- Adolescent, Adult, Aged, Cross-Sectional Studies, Family psychology, Female, Friends psychology, Health Surveys, Humans, Interpersonal Relations, Male, Mass Media statistics & numerical data, Middle Aged, Professional-Patient Relations, Socioeconomic Factors, United States, Young Adult, Consumer Health Information, Information Seeking Behavior, Internet statistics & numerical data
- Abstract
With more people turning to the Internet for health information, a few questions remain: Which populations represent the remaining few who have never used the Internet, and where do they go for health information? The purpose of this study is to describe population characteristics and sources of health information among U.S. adults who do not use the Internet. Data from 3 iterations of the Health Information National Trends Survey (n = 1,722) are used to examine trends in health information sources. Weighted predicted probabilities demonstrate changes in information source over time. Older adults, minority populations, and individuals with low educational attainment represent a growing percentage of respondents who have looked for health information but have never used the Internet, highlighting trends in digital information disparities. However, 1 in 10 respondents who have never used the Internet also indicate that the Internet was their first source of health information, presumably through surrogates. Findings highlight digital disparities in information seeking and the complex nature of online information seeking. Future research should examine how individuals conceptualize information sources, measure skills related to evaluating information and sources, and investigate the social nature of information seeking. Health care organizations and public health agencies can leverage the multifaceted nature of information seeking to better develop information resources to increase information access by vulnerable populations.
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- 2016
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38. Contextualizing an expanded definition of health literacy among adolescents in the health care setting.
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Massey PM, Prelip M, Calimlim BM, Quiter ES, and Glik DC
- Subjects
- Adolescent, Female, Focus Groups, Humans, Male, Qualitative Research, Health Facilities, Health Knowledge, Attitudes, Practice, Health Literacy, Primary Prevention education
- Abstract
The current emphasis on preventive health care and wellness services suggests that measures of skills and competencies needed to effectively navigate the health care system need to be better defined. We take an expanded perspective of health literacy and define it as a set of skills used to organize and apply health knowledge, attitudes and practices relevant when managing one's health environment. It is an emerging area of inquiry especially among adults and those with chronic conditions; however, it has been less studied among adolescent populations. To begin operationalizing this concept in a manner appropriate for teens in a health systems context, we explored knowledge, attitudes and practices related to health and preventive health care in 12 focus groups with publicly insured adolescents (N = 137), aged 13-17 years, as well as eight key informant interviews with physicians who serve publicly insured teens. Five dimensions emerged that provide a preliminary framework for an expanded definition of health literacy among adolescents. These include: (i) navigating the system, (ii) rights and responsibilities, (iii) preventive care, (iv) information seeking and (v) patient-provider relationship. This robust definition of health literacy contextualizes the concept in a health environment where individuals must be informed and skilled health care consumers.
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- 2012
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39. School-based HIV prevention in Dakar, Senegal: findings from a peer-led program.
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Massey PM, Prelip M, Rideau A, and Glik DC
- Subjects
- Adolescent, Age Factors, Female, Health Promotion organization & administration, Humans, Internet, Male, Senegal, Sex Factors, Socioeconomic Factors, HIV Infections prevention & control, Health Education organization & administration, Health Knowledge, Attitudes, Practice, Peer Group, Schools organization & administration
- Abstract
This evaluation study examines the effectiveness of a peer-led technology-focused HIV prevention program targeting in-school youth in Dakar, Senegal. A quasi-experimental design was used to examine differences in knowledge, attitudes, and behavioral intentions related to HIV testing among students at three intervention schools and a comparison school. Findings at the school level vary; however, results suggest that students exposed to intervention activities had a 1.5 greater odds of intending to get HIV tested compared with students not exposed to the program. As access to and use of digital technologies continue to increase throughout parts of sub-Saharan Africa, programs will continue to leverage this medium to diffuse effective health education and promotion messages for intervention.
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- 2012
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40. The efficacy of live and inactivated vaccines of Hong Kong influenza virus in an industrial community. A report to the Medical Research Council Committee on influenza and other respiratory virus vaccines.
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Hobson D, Baker FA, Curry RL, Beare AS, and Massey PM
- Subjects
- Antibody Formation, Antigen-Antibody Reactions, Clinical Trials as Topic, Hemagglutination Inhibition Tests, Hong Kong, Humans, Influenza, Human epidemiology, Occupational Medicine, Respiratory Tract Infections epidemiology, Influenza Vaccines, Influenza, Human prevention & control
- Abstract
Intranasal vaccines of inactivated or living attentuated A2/Hong Kong influenza viruses were compared for clinical acceptability, serological effects and protective efficiency against natural epidemic influenza in a large industrial and clerical population.Neither vaccine resulted in any significant untoward side-effects. The serum haemagglutination-inhibiting (HI) antibody response within 1 month of vaccination was similar with both vaccines; approximately 50% of those with little or no pre-vaccination antibody developed 4-fold or greater rises in titre. The effect of the antigenic potency of the vaccines and the prior immunological experience of the population is discussed. Volunteers given live vaccine showed a 2.2-fold lower incidence of clinical influenza than those given killed vaccine in a natural epidemic 16 months after vaccination.
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- 1973
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41. General practitioner at the Olympic Games.
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Massey PM
- Subjects
- Doping in Sports, Female, Humans, Male, Tokyo, Sports Medicine
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- 1981
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42. Responses of volunteers to inactivated influenza virus vaccines.
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Jennings R, Potter CW, Massey PM, Duerden BI, Martin J, and Bevan AM
- Subjects
- Adolescent, Adult, Antibodies, Viral analysis, Antigens, Surface, Female, Hemagglutination Inhibition Tests, Humans, Immunoenzyme Techniques, Male, Middle Aged, Antibody Formation, Influenza A virus immunology
- Abstract
Three different types of bivalent influenza virus vaccine, a whole virus, an aqueous-surface-antigen vaccine and an adsorbed-surface-antigen vaccine were tested at three dosage levels in volunteers primed with respect to only one of the haemagglutinin antigens present in the vaccines. The local and systemic reactions to all three vaccine types were mild in nature and, following first immunization, the aqueous-surface-antigen vaccine was the least reactogenic. The serum haemagglutination-inhibiting antibody response to the A/Victoria/75 component of the vaccines to which the volunteer population was primed, was greatest following immunization with the aqueous-surface-antigen vaccine; the greatest antibody response to the A/New Jersey/76 component of the vaccines was observed following immunization with whole virus vaccine.
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- 1981
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43. Clinical and experimental studies of the effects of pulverized fuel ash--a review.
- Author
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Bonnell JA, Schilling CJ, and Massey PM
- Subjects
- Dust, Humans, Male, Pneumoconiosis diagnostic imaging, Radiography, Coal, Pneumoconiosis etiology
- Published
- 1980
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44. Mild lead poisoning with an excessively high blood lead.
- Author
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Chamberlain MJ and Massey PM
- Subjects
- Adult, Anemia, Headache complications, Hemoglobins, Humans, Male, Occupational Diseases chemically induced, Time Factors, Urinary Incontinence complications, Lead blood, Lead Poisoning blood
- Published
- 1972
- Full Text
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