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Yang Q. Understanding the Associations Between Adolescents' Exposure to E-Cigarette Information and Vaping Behavior Through the Theory of Planned Behavior. HEALTH COMMUNICATION 2024; 39:641-651. [PMID: 36823032 DOI: 10.1080/10410236.2023.2179715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Adolescents have actively looked for and passively scanned information about electronic cigarettes (e-cigarettes) from a variety of media and interpersonal sources. Despite the evidence that exposure to e-cigarette information is associated with youth's increased vaping intention, there is a paucity of scholarship that differentiates the sources where adolescents obtain e-cigarette information in their investigation, which limits our understanding of the unique association between vaping intention and e-cigarette information acquisition from specific sources. In addition, few studies have systematically examined the mechanism of the aforementioned associations. To fill the gap, an online national survey on a panel of adolescents between 13 to 17 years old was conducted. After controlling for potential confounders, several significant indirect effects were observed. Specifically, adolescents' vaping intention was negatively associated with e-cigarette information seeking from health professionals but positively with e-cigarette information exposure from family and friends, outdoors advertisements, social media, and other online channels, with the theory of planned behavior (TPB) constructs mediating these relationships. The findings not only contribute to the body of scholarship on TPB but also provide important suggestions for regulating outdoor and online e-cigarette information and designing persuasive interventions and campaigns.
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Affiliation(s)
- Qinghua Yang
- Department of Communication Studies, Bob Schieffer College of Communication, Texas Christian University
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2
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Ye L, Chen Y, Cai Y, Kao YW, Wang Y, Chen M, Shia BC, Qin L. Gender Differences in the Nonspecific and Health-Specific Use of Social Media Before and During the COVID-19 Pandemic: Trend Analysis Using HINTS 2017-2020 Data. JOURNAL OF HEALTH COMMUNICATION 2023; 28:231-240. [PMID: 36942570 DOI: 10.1080/10810730.2023.2193151] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The use of social media has changed since the outbreak of coronavirus disease 2019 (COVID-19). However, little is known about the gender disparity in social media use for nonspecific and health-specific issues before and during the COVID-19 pandemic. Based on a gender difference perspective, this study aimed to examine how the nonspecific and health-specific uses of social media changed in 2017-2020. The data came from the Health Information National Trends Survey Wave 5 Cycle 1-4. This study included 10,426 participants with complete data. Compared to 2017, there were higher levels of general use in 2019 and 2020, and an increased likelihood of health-related use in 2020 was reported among the general population. Female participants were more likely to be nonspecific and health-specific users than males. Moreover, the relationship of gender with general use increased in 2019 and 2020; however, concerning health-related use, it expanded in 2019 but narrowed in 2020. The COVID-19 global pandemic led to increased use of social media, especially for health-related issues among males. These findings further our understanding of the gender gap in health communication through social media, and contribute to targeted messaging to promote health and reduce disparities between different groups during the pandemic.
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Affiliation(s)
- Linglong Ye
- School of Public Affairs, Xiamen University, Xiamen, China
| | - Yang Chen
- School of Statistics, University of International Business and Economics, Beijing, China
| | - Yongming Cai
- Graduate School, University of International Business and Economics, Beijing, China
| | - Yi-Wei Kao
- Department of Applied Statistics and Information Science, Ming Chuan University, Taoyuan City, Taiwan
- Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Yuanxin Wang
- School of Journalism and Communication, Minzu University of China, Beijing, China
| | - Mingchih Chen
- Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei City, Taiwan
- Graduate Institute of Business Administration, College of Management, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Ben-Chang Shia
- Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei City, Taiwan
- Graduate Institute of Business Administration, College of Management, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Lei Qin
- School of Statistics, University of International Business and Economics, Beijing, China
- Dong Fureng Institute of Economic and Social Development, Wuhan University, Wuhan, China
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Lee DN, Liu J, Keller-Hamilton B, Patterson JG, Wedel AV, Vázquez-Otero C, Stevens EM. Associations between perceived source credibility, e-cigarettes, and e-cigarette ad perceptions. Prev Med Rep 2022; 28:101862. [PMID: 35733610 PMCID: PMC9207267 DOI: 10.1016/j.pmedr.2022.101862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 05/25/2022] [Accepted: 06/09/2022] [Indexed: 10/28/2022] Open
Abstract
The use of e-cigarettes among U.S. adults remains high, and aggressive industry advertising is a contributor. Consumer opinions of the e-cigarette industry's credibility can influence e-cigarette product and ad perceptions. The purpose of this study was to examine the association of perceived source credibility of e-cigarette ads and consumer attitudes toward e-cigarette ads and product use. In October 2021, we conducted a survey using an online convenience sample (N = 497, Mage = 31.9). Participants viewed two randomly selected e-cigarette ads and were asked questions regarding source credibility, perceptions of the ads, and e-cigarette use. Linear mixed effects models with random intercepts were used to estimate associations between perceived source credibility with perceived ad relevance, effectiveness, liking, product use interest, and e-cigarette harms perceptions. We also tested whether associations between perceived source credibility and ad and e-cigarette perceptions were moderated by e-cigarette use. Models controlled for cigarette smoking status, age, sex, race, ethnicity, sexual orientation, and income. Perceived source credibility was positively associated with increased perceived ad relevance, effectiveness, liking, and product use interest (ps < 0.001). E-cigarette use moderated associations of perceived source credibility and perceived ad relevance, perceived ad effectiveness, and interest in using e-cigarettes, with associations being strongest among never users. Findings suggest that tobacco control messaging aiming to reduce the credibility of the e-cigarette industry might be most effective among adults who have never used e-cigarettes.
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Affiliation(s)
- Donghee N. Lee
- Department of Population and Quantitative Health Sciences, Division of Preventive and Behavioral Medicine, UMass Chan Medical School, Worcester, MA, USA
| | - Jessica Liu
- Department of Social and Behavioral Sciences, Harvard TH Chan School of Public Health, Boston, MA, USA
| | - Brittney Keller-Hamilton
- Department of Internal Medicine, The Ohio State University College of Medicine, Center for Tobacco Research, The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Joanne G. Patterson
- Division of Epidemiology, The Ohio State University College of Public Health, The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | - Amelia V. Wedel
- Department of Clinical Psychology, Syracuse University, Syracuse, NY, USA
| | - Coralia Vázquez-Otero
- Department of Public Health, College for Health, Community and Policy, The University of Texas at San Antonio, San Antonio, TX, USA
| | - Elise M. Stevens
- Department of Population and Quantitative Health Sciences, Division of Preventive and Behavioral Medicine, UMass Chan Medical School, Worcester, MA, USA
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Message Source Credibility and E-Cigarette Harm Perceptions among Young Adults. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19159123. [PMID: 35897488 PMCID: PMC9329714 DOI: 10.3390/ijerph19159123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 07/21/2022] [Accepted: 07/23/2022] [Indexed: 02/01/2023]
Abstract
This study examined the effect of message source credibility on e-cigarette harm perceptions among U.S. young adults. An online experimental study was conducted where young adults (n = 302, Mage = 23.7) were randomized to an e-cigarette public health education message from an expert or a peer young adult. Then, participants answered questions about their perceptions about the message source and e-cigarettes. Results suggest that young adults rated experts as a more credible source (vs. peer) (b = −0.39, SE = 0.15, 95% CI [−0.67, −0.10], p < 0.01). Young adults reported greater perceived credibility of the expert message (vs. peer), which was associated with increased e-cigarette harm perceptions. Increased perceived source credibility mediated the association of increased e-cigarette absolute harm perceptions from viewing an expert message (b = −0.11, SE = 0.04, 95% CI: −0.20, −0.02). Source credibility should be considered when designing e-cigarette education messages for young adults.
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Cuccia AF, Patel M, Kierstead EC, Evans WD, Schillo BA. Associations of e-cigarette industry beliefs and e-cigarette use and susceptibility among youth and young adults in the United States. Drug Alcohol Depend 2022; 231:109126. [PMID: 35030507 DOI: 10.1016/j.drugalcdep.2021.109126] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 09/11/2021] [Accepted: 09/26/2021] [Indexed: 11/15/2022]
Abstract
BACKGROUND Anti-industry sentiments are protective against smoking, but the relationship between industry beliefs and e-cigarette use remains unknown. METHODS A nationally representative survey of U.S. youth and young adults in Fall 2019 (n = 9554) assessed knowledge that e-cigarette and cigarette companies are the same, belief that e-cigarette companies lie about harm, and belief that tobacco companies want young people to vape. Weighted multivariate logistic regression models estimated odds of current use and susceptibility to use (among ever and never users) by industry knowledge and beliefs. Additional models assess association between industry knowledge and industry beliefs. All models controlled for harm perceptions, friend use, sensation seeking, combustible use, and demographic characteristics. RESULTS Disagreement that companies lie about harm (adjusted odds ratio (aOR)= 1.94, 95% CI: 1.43-2.63) and companies want young people to vape (aOR=1.72, 95% CI: 1.36-2.17) was associated with increased odds of current use. Belief that e-cigarette and cigarette companies were different entities was associated with increased odds of current use (aOR=1.45, 95% CI: 1.12-1.88). Disagreement or not knowing that companies are the same was associated with lower odds of believing companies lie about harm (disagreement aOR=0.37, 95% CI: 0.27-0.52; don't know aOR=0.47, 95% CI: 0.35-0.65) and belief that companies want young people to vape (disagreement aOR=0.36, 95% CI: 0.28-0.46; don't know aOR=0.54, 95% CI: 0.42-0.68). CONCLUSION Similar to cigarettes, e-cigarette industry beliefs were associated with current use among young people. Highlighting e-cigarettes' connection to Big Tobacco may be an important strategy to prevent youth and young adult e-cigarette use.
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Affiliation(s)
- Alison F Cuccia
- Truth Initiative Schroeder Institute, Washington, DC, USA; Department of Prevention and Community Health, George Washington University Milken Institute of Public Health, Washington, DC, USA.
| | - Minal Patel
- Truth Initiative Schroeder Institute, Washington, DC, USA.
| | | | - W Douglas Evans
- Department of Prevention and Community Health, George Washington University Milken Institute of Public Health, Washington, DC, USA.
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Vallone DM, Perks SN, Pitzer L, Liu M, Kreslake JM, Rath JM, Hair EC. Evidence of the impact of a national anti-tobacco prevention campaign across demographic subgroups. HEALTH EDUCATION RESEARCH 2022; 36:412-421. [PMID: 34219169 DOI: 10.1093/her/cyab025] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 05/19/2021] [Accepted: 06/04/2021] [Indexed: 06/13/2023]
Abstract
Mass media campaigns are an effective population-level intervention for preventing tobacco use. However, little evidence exists for whether these campaigns similarly influence demographic subgroups. This study examined the effects of the truth® campaign to reduce tobacco use among demographic subgroups. We used data from a national, continuous, cross-sectional tracking survey of 15-24-year-olds (n = 32 331). We used a measure of weekly aggregated campaign exposure to assess whether cigarette smoking intentions and current cigarette use varied by race/ethnicity, financial situation and population density subgroups, controlling for factors known to be associated with tobacco use. Examining estimates across subgroup categories in light of the overall model estimates revealed that the effects of week-level campaign exposure on cigarette smoking intentions and current cigarette use were similar across subgroups. Wald tests of equality across estimates in each subgroup suggested that the estimates did not differ from one another in any given instance. The truth campaign does not differ significantly in its capacity to prompt declines in tobacco use across a broad spectrum of US youth and young adults. Mass media tobacco prevention campaigns can be an effective and critical component of a comprehensive tobacco control program, particularly with respect to reducing tobacco-related disparities among demographic subgroups.
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Erku DA, Bauld L, Dawkins L, Gartner CE, Steadman KJ, Noar SM, Shrestha S, Morphett K. Does the content and source credibility of health and risk messages related to nicotine vaping products have an impact on harm perception and behavioural intentions? A systematic review. Addiction 2021; 116:3290-3303. [PMID: 33751707 DOI: 10.1111/add.15473] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 11/02/2020] [Accepted: 02/24/2021] [Indexed: 01/10/2023]
Abstract
AIMS To systematically review the literature on (i) whether and how various risk messages about nicotine vaping products (NVPs) alter harm perception and behavioural intentions of smokers and non-smokers and (ii) how trust in sources of NVP risk communication affects message reception and behavioural intentions. METHODS Seven electronic databases and reference lists of relevant articles were searched for articles published up to April 2020. Experimental and quasi-experimental studies on message effects and cross-sectional studies on source credibility were included. The Newcastle-Ottawa Scale and the Evidence Project Risk of Bias Tool were used to assess the quality of observational and intervention studies, respectively. For each outcome variable, we indicated whether there was an effect (as a 'yes' or 'no') and used effect direction plots to display information on the direction of effects. RESULTS Nicotine addiction messages resulted in greater health and addiction risk perceptions, relative risk messages comparing the health risks of NVPs to cigarette smoking increased the perception that NVPs are less harmful than combustible cigarettes, and a nicotine fact sheet corrected misperceptions of nicotine and NVPs. Smokers' intention to purchase, try or switch to NVPs was higher when exposed to a relative risk message and lower when exposed to nicotine addiction warnings. Trust in NVP risk information from public health agencies was associated with lower odds of; (i) NVP use and (ii) perceiving NVPs as less harmful, whereas those who trusted information from NVP companies were more likely to perceive NVPs as less harmful than combustible cigarettes. CONCLUSIONS Relative risk messages may help improve the accuracy of harm perceptions of nicotine vaping products and increase smokers' intentions to quit smoking and/or to switch to vaping, although the literature is nascent.
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Affiliation(s)
- Daniel A Erku
- Centre for Applied Health Economics, Griffith University, Nathan, QLD, Australia.,Menzies Health Institute Queensland, Griffith University, Gold Coast, QLD, Australia.,School of Pharmacy, The University of Queensland, 20 Cornwall Street, Woolloongabba, QLD, 4102, Australia
| | - Linda Bauld
- Usher Institute and SPECTRUM Consortium, College of Medicine and Veterinary Medicine, University of Edinburgh, Teviot Place, Edinburgh, Edinburgh, Scotland, EH8 9AG, UK
| | - Lynne Dawkins
- Centre for Addictive Behaviours Research, School of Applied Sciences, London South Bank University, 103 Borough Road, London, UK
| | - Coral E Gartner
- School of Public Health, The University of Queensland, Herston Road, Herston, QLD, 4006, Australia.,Queensland Alliance for Environmental Health Sciences, The University of Queensland, 20 Cornwall Street, Woolloongabba, QLD, 4102, Australia
| | - Kathryn J Steadman
- School of Pharmacy, The University of Queensland, 20 Cornwall Street, Woolloongabba, QLD, 4102, Australia
| | - Seth M Noar
- Hussman School of Journalism and Media, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599-3365, USA
| | - Shakti Shrestha
- School of Pharmacy, The University of Queensland, 20 Cornwall Street, Woolloongabba, QLD, 4102, Australia
| | - Kylie Morphett
- School of Public Health, The University of Queensland, Herston Road, Herston, QLD, 4006, Australia
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Qin L, Zhang X, Wu A, Miser JS, Liu YL, Hsu JC, Shia BC, Ye L. Association Between Social Media Use and Cancer Screening Awareness and Behavior for People Without a Cancer Diagnosis: Matched Cohort Study. J Med Internet Res 2021; 23:e26395. [PMID: 34448708 PMCID: PMC8433866 DOI: 10.2196/26395] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 05/10/2021] [Accepted: 06/14/2021] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND The use of social media in communications regarding cancer prevention is rapidly growing. However, less is known about the general population's social media use related to cancer screening awareness and behavior for different cancers. OBJECTIVE We aimed to examine the relationship between social media use and cancer screening awareness and behavior among people without a cancer diagnosis. METHODS Data were collected from the Health Information National Trends Survey 5 Cycle 1 to 3 in the United States (n=12,227). Our study included 10,124 participants without a cancer diagnosis and 3 measures of screening awareness (those who had heard of hepatitis C virus [HCV], human papillomavirus [HPV], and the HPV vaccine) and 4 measures of behavior (those who had prostate-specific antigen tests, Papanicolaou tests for cervical cancer, as well as breast cancer and colon cancer tests). Propensity-score matching was conducted to adjust for the sociodemographic variables between the social media user and nonuser participants. Multivariable logistic regression was used to assess the association of social media use by gender. Jackknife replicate weights were incorporated into the analyses. RESULTS Of the 3794 matched participants, 1861 (57.6% weighted) were male, and the mean age was 55.5 (SD 0.42) years. Compared to social media nonusers, users were more likely to have heard of HCV (adjusted odds ratio [aOR]=2.27, 95% CI, 1.29-3.98 and aOR=2.86, 95% CI, 1.51-5.40, for male and female users, respectively) and HPV (aOR=1.82, 95% CI, 1.29-2.58 and aOR=2.35, 95% CI, 1.65-3.33, for male and female users, respectively). In addition, female users were more likely to have heard of the HPV vaccine (aOR=2.06, 95% CI, 1.41-3.00). No significant associations were found between social media use and prostate-specific antigen tests in males, Papanicolaou tests and breast cancer tests in females, or colon cancer tests in both male and female users. CONCLUSIONS While social media services can potentially promote cancer screening awareness in the general population, but they did not improve screening behavior after adjusting for socioeconomic status. These findings strengthened our understanding of social media use in targeting health communications for different cancers.
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Affiliation(s)
- Lei Qin
- School of Statistics, University of International Business and Economics, Beijing, China
| | - Xiaomei Zhang
- School of Statistics, University of International Business and Economics, Beijing, China
| | - Anlin Wu
- Guanghua School of Management, Peking University, Beijing, China
| | - James S Miser
- College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan.,Taipei Cancer Center, Taipei Medical University, Taipei, Taiwan.,Department of Pediatrics, City of Hope National Medical Center, Duarte, CA, United States
| | - Yen-Lin Liu
- Taipei Cancer Center, Taipei Medical University, Taipei, Taiwan.,Department of Pediatrics, Taipei Medical University Hospital, Taipei, Taiwan.,Department of Pediatrics, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Jason C Hsu
- International Ph.D. Program in Biotech and Healthcare Management, College of Management, Taipei Medical University, Taipei, Taiwan
| | - Ben-Chang Shia
- Graduate Institute of Business Administration, College of Management, Fu Jen Catholic University, New Taipei City, Taiwan.,Artificial Intelligence Development Center, Fu Jen Catholic University, New Taipei City, Taiwan
| | - Linglong Ye
- School of Public Affairs, Xiamen University, Xiamen, China
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Lee EW, Bekalu MA, McCloud R, Vallone D, Arya M, Osgood N, Li X, Minsky S, Viswanath K. The Potential of Smartphone Apps in Informing Protobacco and Antitobacco Messaging Efforts Among Underserved Communities: Longitudinal Observational Study. J Med Internet Res 2020; 22:e17451. [PMID: 32673252 PMCID: PMC7381035 DOI: 10.2196/17451] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Revised: 03/20/2020] [Accepted: 03/21/2020] [Indexed: 01/23/2023] Open
Abstract
Background People from underserved communities such as those from lower socioeconomic positions or racial and ethnic minority groups are often disproportionately targeted by the tobacco industry, through the relatively high levels of tobacco retail outlets (TROs) located in their neighborhood or protobacco marketing and promotional strategies. It is difficult to capture the smoking behaviors of individuals in actual locations as well as the extent of exposure to tobacco promotional efforts. With the high ownership of smartphones in the United States—when used alongside data sources on TRO locations—apps could potentially improve tobacco control efforts. Health apps could be used to assess individual-level exposure to tobacco marketing, particularly in relation to the locations of TROs as well as locations where they were most likely to smoke. To date, it remains unclear how health apps could be used practically by health promotion organizations to better reach underserved communities in their tobacco control efforts. Objective This study aimed to demonstrate how smartphone apps could augment existing data on locations of TROs within underserved communities in Massachusetts and Texas to help inform tobacco control efforts. Methods Data for this study were collected from 2 sources: (1) geolocations of TROs from the North American Industry Classification System 2016 and (2) 95 participants (aged 18 to 34 years) from underserved communities who resided in Massachusetts and Texas and took part in an 8-week study using location tracking on their smartphones. We analyzed the data using spatial autocorrelation, optimized hot spot analysis, and fitted power-law distribution to identify the TROs that attracted the most human traffic using mobility data. Results Participants reported encountering protobacco messages mostly from store signs and displays and antitobacco messages predominantly through television. In Massachusetts, clusters of TROs (Dorchester Center and Jamaica Plain) and reported smoking behaviors (Dorchester Center, Roxbury Crossing, Lawrence) were found in economically disadvantaged neighborhoods. Despite the widespread distribution of TROs throughout the communities, participants overwhelmingly visited a relatively small number of TROs in Roxbury and Methuen. In Texas, clusters of TROs (Spring, Jersey Village, Bunker Hill Village, Sugar Land, and Missouri City) were found primarily in Houston, whereas clusters of reported smoking behaviors were concentrated in West University Place, Aldine, Jersey Village, Spring, and Baytown. Conclusions Smartphone apps could be used to pair geolocation data with self-reported smoking behavior in order to gain a better understanding of how tobacco product marketing and promotion influence smoking behavior within vulnerable communities. Public health officials could take advantage of smartphone data collection capabilities to implement targeted tobacco control efforts in these strategic locations to reach underserved communities in their built environment.
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Affiliation(s)
- Edmund Wj Lee
- Dana-Farber Cancer Institute, Boston, MA, United States.,Harvard TH Chan School of Public Health, Boston, MA, United States.,Wee Kim Wee School of Communication and Information, Nanyang Technological University, Singapore, Singapore
| | - Mesfin Awoke Bekalu
- Dana-Farber Cancer Institute, Boston, MA, United States.,Harvard TH Chan School of Public Health, Boston, MA, United States
| | - Rachel McCloud
- Dana-Farber Cancer Institute, Boston, MA, United States.,Harvard TH Chan School of Public Health, Boston, MA, United States
| | - Donna Vallone
- Schroeder Institute, Truth Initiative, Washington, DC, United States.,College of Global Public Health, New York University, New York, NY, United States.,Department of Health, Behavior and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, United States
| | - Monisha Arya
- Baylor College of Medicine, Houston, TX, United States.,Center for Innovation in Quality, Effectiveness and Safety, Michael E DeBakey VA Medical Center, Houston, TX, United States
| | - Nathaniel Osgood
- Department of Computer Science, College of Arts and Science, University of Saskatchewan, Saskatoon, SK, Canada
| | - Xiaoyan Li
- Department of Computer Science, College of Arts and Science, University of Saskatchewan, Saskatoon, SK, Canada
| | - Sara Minsky
- Dana-Farber Cancer Institute, Boston, MA, United States
| | - Kasisomayajula Viswanath
- Dana-Farber Cancer Institute, Boston, MA, United States.,Harvard TH Chan School of Public Health, Boston, MA, United States
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