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Ma H, Noar SM, Ribisl KM. Associations of e-cigarette advertising exposure with curiosity and susceptibility among U.S. adolescents: National Youth Tobacco Surveys, 2014-2020. PLoS One 2024; 19:e0303903. [PMID: 39302930 DOI: 10.1371/journal.pone.0303903] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Accepted: 05/02/2024] [Indexed: 09/22/2024] Open
Abstract
INTRODUCTION Despite an evolving e-cigarette environment, few studies have looked at adolescent exposure to e-cigarette advertising over time and its associations with curiosity about and susceptibility to using e-cigarettes. We examined e-cigarette advertising exposure and its associations with curiosity and susceptibility across multiple years among adolescents who have never used e-cigarettes. METHODS We obtained data from the National Youth Tobacco Surveys (NYTSs), 2014-2020 (N = 97,496). The NYTS identified e-cigarette advertising exposure from four channels: Internet, newspapers and magazines, convenience stores, and TV. Logistic regressions explored e-cigarette advertising exposure over time and the associations between exposure from the four channels and both curiosity and susceptibility to using e-cigarettes. RESULTS Youth exposure to e-cigarette advertising on the Internet and in convenience stores formed an increase-decrease-increase pattern from 2014 to 2020, whereas exposure in newspapers and magazines and on TV generally decreased over this period. Exposure on the Internet and in convenience stores was consistently associated with curiosity and susceptibility; but exposure in newspapers and magazines and on TV was sporadically associated with the outcomes. CONCLUSIONS Despite a changing e-cigarette marketplace, youth were consistently exposed to e-cigarette advertising, especially on the Internet and in convenience stores. This pattern is worrisome, as it may increase youth curiosity and susceptibility to using e-cigarettes. Comprehensive tobacco prevention efforts to prevent e-cigarette use in adolescents should continue to restrict e-cigarette advertising and marketing, thereby reducing exposure and discouraging e-cigarette use. Regular efforts should also be made to educate adolescents about the risks of using e-cigarettes to counteract the impact of high e-cigarette advertising exposure.
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Affiliation(s)
- Haijing Ma
- College of Liberal Arts and Social Sciences, University of Houston-Victoria, Victoria, TX, United States of America
| | - Seth M Noar
- Hussman School of Journalism and Media, University of North Carolina, Chapel Hill, NC, United States of America
| | - Kurt M Ribisl
- Department of Health Behavior, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
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Jung S, Murthy D, Bateineh BS, Loukas A, Wilkinson AV. The Normalization of Vaping on TikTok Using Computer Vision, Natural Language Processing, and Qualitative Thematic Analysis: Mixed Methods Study. J Med Internet Res 2024; 26:e55591. [PMID: 39259963 PMCID: PMC11425021 DOI: 10.2196/55591] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 04/07/2024] [Accepted: 05/20/2024] [Indexed: 09/13/2024] Open
Abstract
BACKGROUND Social media posts that portray vaping in positive social contexts shape people's perceptions and serve to normalize vaping. Despite restrictions on depicting or promoting controlled substances, vape-related content is easily accessible on TikTok. There is a need to understand strategies used in promoting vaping on TikTok, especially among susceptible youth audiences. OBJECTIVE This study seeks to comprehensively describe direct (ie, explicit promotional efforts) and indirect (ie, subtler strategies) themes promoting vaping on TikTok using a mixture of computational and qualitative thematic analyses of social media posts. In addition, we aim to describe how these themes might play a role in normalizing vaping behavior on TikTok for youth audiences, thereby informing public health communication and regulatory policies regarding vaping endorsements on TikTok. METHODS We collected 14,002 unique TikTok posts using 50 vape-related hashtags (eg, #vapetok and #boxmod). Using the k-means unsupervised machine learning algorithm, we identified clusters and then categorized posts qualitatively based on themes. Next, we organized all videos from the posts thematically and extracted the visual features of each theme using 3 machine learning-based model architectures: residual network (ResNet) with 50 layers (ResNet50), Visual Geometry Group model with 16 layers, and vision transformer. We chose the best-performing model, ResNet50, to thoroughly analyze the image clustering output. To assess clustering accuracy, we examined 4.01% (441/10,990) of the samples from each video cluster. Finally, we randomly selected 50 videos (5% of the total videos) from each theme, which were qualitatively coded and compared with the machine-derived classification for validation. RESULTS We successfully identified 5 major themes from the TikTok posts. Vape product marketing (1160/10,990, 8.28%) reflected direct marketing, while the other 4 themes reflected indirect marketing: TikTok influencer (3775/14,002, 26.96%), general vape (2741/14,002, 19.58%), vape brands (2042/14,002, 14.58%), and vaping cessation (1272/14,002, 9.08%). The ResNet50 model successfully classified clusters based on image features, achieving an average F1-score of 0.97, the highest among the 3 models. Qualitative content analyses indicated that vaping was depicted as a normal, routine part of daily life, with TikTok influencers subtly incorporating vaping into popular culture (eg, gaming, skateboarding, and tattooing) and social practices (eg, shopping sprees, driving, and grocery shopping). CONCLUSIONS The results from both computational and qualitative analyses of text and visual data reveal that vaping is normalized on TikTok. Our identified themes underscore how everyday conversations, promotional content, and the influence of popular figures collectively contribute to depicting vaping as a normal and accepted aspect of daily life on TikTok. Our study provides valuable insights for regulatory policies and public health initiatives aimed at tackling the normalization of vaping on social media platforms.
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Affiliation(s)
- Sungwon Jung
- School of Journalism and Media, University of Texas at Austin, Austin, TX, United States
| | - Dhiraj Murthy
- School of Journalism and Media, University of Texas at Austin, Austin, TX, United States
| | - Bara S Bateineh
- University of Texas Health Science Center at Houston School of Public Health, Houston, TX, United States
| | - Alexandra Loukas
- Department of Kinesiology and Health Education, University of Texas at Austin, Austin, TX, United States
| | - Anna V Wilkinson
- University of Texas Health Science Center at Houston School of Public Health, Houston, TX, United States
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Tattan-Birch H, Brown J, Shahab L, Beard E, Jackson SE. Trends in vaping and smoking following the rise of disposable e-cigarettes: a repeat cross-sectional study in England between 2016 and 2023. THE LANCET REGIONAL HEALTH. EUROPE 2024; 42:100924. [PMID: 39070753 PMCID: PMC11281926 DOI: 10.1016/j.lanepe.2024.100924] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 04/17/2024] [Accepted: 04/17/2024] [Indexed: 07/30/2024]
Abstract
Background There has been a rapid rise in disposable (single-use) e-cigarette vaping among young adults in England since June 2021 (leading to a planned ban on these products). We examined how this has affected population trends in current (i) vaping, (ii) tobacco smoking, and (iii) inhaled nicotine use. Methods We used data from a nationally-representative monthly repeat cross-sectional survey of adults (≥18) in England (n = 132,252; July-2016-May-2023). Using interrupted time-series analyses (segmented logistic regression), we estimated yearly trends in current tobacco smoking, vaping, and inhaled nicotine use (smoking and/or vaping) before ('pre-disposables') and after June-2021 ('post-disposables'), stratified by age group (18 to 24, 25 to 44, 45 and over). We also examined trends in daily use and in vaping among never-smokers. Findings Pre-disposables, vaping and smoking prevalence had been stable or declining across all age groups. However, post-disposables, the odds of current vaping increased by 99% per year among 18 to 24-year-olds (odds ratio [OR] = 1.99; 95% confidence interval [CI] = 1.71 to 2.31), compared with 39% (OR = 1.39; 95% CI = 1.26 to 1.52) in 25 to 44-year-olds and 23% (OR = 1.23; 95% CI = 1.12 to 1.35) in those aged 45 or older. Smoking rates continued to decline - albeit modestly - in 18 to 24-year-olds (OR = 0.88, 95% CI = 0.77 to 1.00) and 25 to 44-year-olds (OR = 0.93, 95% CI = 0.86 to 1.00), but increased among those aged 45 or older (OR = 1.12, 95% CI = 1.05 to 1.20). As a result, post-disposables, the overall prevalence of inhaled nicotine use increased across all age groups. Trends were similar for daily use, but post-disposables increases in vaping were greatest among people who had never regularly smoked (e.g., 18 to 24-year-olds: OR = 2.50, 95% CI = 1.82 to 3.43). Interpretation Since disposable vapes started becoming popular in England, historic declines in nicotine use have reversed. Now, nicotine use appears to be rising, driven primarily by sharp increases in vaping among young people. Smoking declines have been most pronounced in age groups with the largest increases in vaping. Funding Cancer Research UK.
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Affiliation(s)
- Harry Tattan-Birch
- Department of Behavioural Science and Health, University College London, London, UK
- SPECTRUM Consortium, UK
| | - Jamie Brown
- Department of Behavioural Science and Health, University College London, London, UK
- SPECTRUM Consortium, UK
| | - Lion Shahab
- Department of Behavioural Science and Health, University College London, London, UK
- SPECTRUM Consortium, UK
| | - Emma Beard
- Department of Behavioural Science and Health, University College London, London, UK
- SPECTRUM Consortium, UK
| | - Sarah E. Jackson
- Department of Behavioural Science and Health, University College London, London, UK
- SPECTRUM Consortium, UK
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Paciente R, Pranoto EP, Woolard A, Munro E, Lombardi K. The queers are all right: a content analysis of LGBTQIA + mental health on TikTok. CULTURE, HEALTH & SEXUALITY 2024; 26:778-789. [PMID: 37729467 DOI: 10.1080/13691058.2023.2253882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 08/28/2023] [Indexed: 09/22/2023]
Abstract
The formation of online communities instils a sense of connectedness which can ameliorate the mental health concerns that result from minority stressors for lesbian, gay, queer, intersex, asexual, and other diverse genders/sexualities (LGBTQIA+). The aim of this study was to explore how LGBTQIA + people communicate social and mental health concerns on TikTok. It was anticipated that factors affecting mental health, such as minority stressors and community connectedness, would be addressed by the videos collected. Engagement statistics, demographics and content analysis were used to describe the 50 most-viewed videos across the top five related hashtags: #genderidentity, #lgbtqawareness, #sexualidentity, #lgbtmentalhealth, and #transmentalhealth. The content analysis indicates that TikTok is used as a way for members of the LGBTQIA + community to connect with each other and enhance feelings of community connectedness, which research shows may buffer the effects of minority stressors. Engagement with social media can be especially beneficial for those who may not be able to connect in the real-world. Further interactions, such as analysis of the comment section, should be investigated to develop a fuller understanding of how LGBTQIA + TikTok users respond to these contents.
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Affiliation(s)
- Rigel Paciente
- Youth Mental Health, Telethon Kids Institute, Nedlands, Australia
- School of Psychology, The University of Western Australia, Perth, Australia
| | | | - Alix Woolard
- Youth Mental Health, Telethon Kids Institute, Nedlands, Australia
- School of Psychology, The University of Western Australia, Perth, Australia
| | - Emily Munro
- Youth Mental Health, Telethon Kids Institute, Nedlands, Australia
| | - Karen Lombardi
- Youth Mental Health, Telethon Kids Institute, Nedlands, Australia
- School of Medical and Health Sciences, Edith Cowan University, Edith Cowan University, Australia
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Dobbs PD, Schisler ED, McCormick C. #Discreetshipping: Selling E-cigarettes on TikTok. Nicotine Tob Res 2024:ntae081. [PMID: 38778482 DOI: 10.1093/ntr/ntae081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 02/29/2024] [Accepted: 03/23/2024] [Indexed: 05/25/2024]
Abstract
INTRODUCTION Youth and young adult use of e-cigarette products continues to remain high despite regulatory approaches to reduce youth access. This study sought to examine TikTok content regarding the sale and distribution of e-cigarettes. AIMS AND METHODS TikTok videos (n = 475) and metadata posted between June 2022 and August 2023 were scraped using a TikTok application programming interface and popular hashtags used to sell vaping products (ie, #discreetshipping [40.8 million], #puffbundle [14.8 million], #hiddennic [1.0 million]). After watching the 25 most viewed videos (39 600-868 800 views), a codebook was developed. All metadata were annotated using 11 unique codes: Small business, brand, cannabis, bundled, hidden, fake, international sales, no ID, order via Instagram, order via another method, and cost. RESULTS Overall, 367 videos (with an average of 2017 likes) were deemed relevant. Videos advertised popular vaping brands (50.4%) that included cannabis products (45%). Products were described as bundled (28.6%), hidden (8.7%), and able to be shipped internationally (6%) without age verification (45.2%). Some videos (8.2%) evaded algorithms' detection of illegal activity by describing the post as "Fake." Customers were directed to other social media platforms (most often Instagram, 57.5%) and/or other websites/links (58.3%) to purchase products; 22.1% advertised discounts, free shipping, or low costs (ranging from $25-$35). CONCLUSIONS Social media platforms, such as TikTok and Instagram, are being used to circumvent e-cigarette regulatory policies. Regulatory agencies should expand enforcement strategies to include social media platforms where users are illegally selling and distributing e-cigarettes internationally to young audiences. IMPLICATIONS TikTok users across the globe are violating local, state, and federal laws by selling e-cigarettes concealed inside other products or bundled in packages that avoid detection. TikTok videos posted by self-proclaimed small business owners advertise discreet shipping practices that evade age verification in order to sell nicotine and cannabis bundles worldwide. Accounts used phrases describing the post to be "fake" to avoid detection by algorithms or TikTok administrators. E-cigarette regulatory agencies can partner with social media platforms to close regulatory gaps.
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Affiliation(s)
- Page D Dobbs
- Department of Health, Human Performance and Recreation, University of Arkansas, Fayetteville, Arkansas, USA
- Center for Public Health and Technology, University of Arkansas, Fayetteville, AR, USA
| | - Eric D Schisler
- Department of Health, Human Performance and Recreation, University of Arkansas, Fayetteville, Arkansas, USA
- Center for Public Health and Technology, University of Arkansas, Fayetteville, AR, USA
| | - Charlotte McCormick
- Department of Health, Human Performance and Recreation, University of Arkansas, Fayetteville, Arkansas, USA
- Center for Public Health and Technology, University of Arkansas, Fayetteville, AR, USA
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Vassey J, Kennedy CJ, Herbert Chang HC, Smith AS, Unger JB. Scalable Surveillance of E-Cigarette Products on Instagram and TikTok Using Computer Vision. Nicotine Tob Res 2024; 26:552-560. [PMID: 37947283 PMCID: PMC11033573 DOI: 10.1093/ntr/ntad224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 09/14/2023] [Accepted: 11/01/2023] [Indexed: 11/12/2023]
Abstract
INTRODUCTION Instagram and TikTok, video-based social media platforms popular among adolescents, contain tobacco-related content despite the platforms' policies prohibiting substance-related posts. Prior research identified themes in e-cigarette-related social media posts using qualitative or text-based machine learning methods. We developed an image-based computer vision model to identify e-cigarette products in social media images and videos. AIMS AND METHODS We created a data set of 6999 Instagram images labeled for 8 object classes: mod or pod devices, e-juice containers, packaging boxes, nicotine warning labels, e-juice flavors, e-cigarette brand names, and smoke clouds. We trained a DyHead object detection model using a Swin-Large backbone, evaluated the model's performance on 20 Instagram and TikTok videos, and applied the model to 14 072 e-cigarette-related promotional TikTok videos (2019-2022; 10 276 485 frames). RESULTS The model achieved the following mean average precision scores on the image test set: e-juice container: 0.89; pod device: 0.67; mod device: 0.54; packaging box: 0.84; nicotine warning label: 0.86; e-cigarette brand name: 0.71; e-juice flavor name: 0.89; and smoke cloud: 0.46. The prevalence of pod devices in promotional TikTok videos increased by 15% from 2019 to 2022. The prevalence of e-juices increased by 33% from 2021 to 2022. The prevalence of e-juice flavor names and e-cigarette brand names increased by about 100% from 2019 to 2022. CONCLUSIONS Deep learning-based object detection technology enables automated analysis of visual posts on social media. Our computer vision model can detect the presence of e-cigarettes products in images and videos, providing valuable surveillance data for tobacco regulatory science (TRS). IMPLICATIONS Prior research identified themes in e-cigarette-related social media posts using qualitative or text-based machine learning methods. We developed an image-based computer vision model to identify e-cigarette products in social media images and videos. We trained a DyHead object detection model using a Swin-Large backbone, evaluated the model's performance on 20 Instagram and TikTok videos featuring at least two e-cigarette objects, and applied the model to 14 072 e-cigarette-related promotional TikTok videos (2019-2022; 10 276 485 frames). The deep learning model can be used for automated, scalable surveillance of image- and video-based e-cigarette-related promotional content on social media, providing valuable data for TRS. Social media platforms could use computer vision to identify tobacco-related imagery and remove it promptly, which could reduce adolescents' exposure to tobacco content online.
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Affiliation(s)
- Julia Vassey
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Chris J Kennedy
- Center for Precision Psychiatry, Massachusetts General Hospital, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Ho-Chun Herbert Chang
- Department of Quantitative Social Science, Dartmouth College, Hanover, NH, USA
- Information Sciences Institute, Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA
| | - Ashley S Smith
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
| | - Jennifer B Unger
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, CA, USA
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Shah NA, Li Z, McMann T, Calac AJ, Le N, Nali MC, Cuomo RE, Mackey TK. Identification and Characterization of Synthetic Nicotine Product Promotion and Sales on Instagram Using Natural Language Processing. Nicotine Tob Res 2024; 26:580-588. [PMID: 37947271 PMCID: PMC11494223 DOI: 10.1093/ntr/ntad222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 09/01/2023] [Accepted: 11/01/2023] [Indexed: 11/12/2023]
Abstract
INTRODUCTION There has been a rapid proliferation of synthetic nicotine products in recent years, despite newly established regulatory authority and limited research into its health risks. Previous research has implicated social media platforms as an avenue for nicotine product unregulated sales. Yet, little is known about synthetic nicotine product content on social media. We utilized natural language processing to characterize the sales of synthetic nicotine products on Instagram. METHODS We collected Instagram posts by querying Instagram hashtags (eg, "#tobaccofreenicotine) related to synthetic nicotine. Using Bidirectional Encoder Representations from Transformers, collected posts were categorized into thematically related topic clusters. Posts within topic clusters relevant to study aims were then manually annotated for variables related to promotion and selling (eg, cost discussion, contact information for offline sales). RESULTS A total of 7425 unique posts were collected with 2219 posts identified as related to promotion and selling of synthetic nicotine products. Nicotine pouches (52.9%, n = 1174), electronic nicotine delivery systems (30.6%, n = 679), and flavored e-liquids (14.1%, n = 313) were most commonly promoted. About 16.1% (n = 345) of posts contained embedded hyperlinks and 5.8% (n = 129) provided contact information for purported offline transactions. Only 17.6% (n = 391) of posts contained synthetic nicotine-specific health warnings. CONCLUSIONS In the United States, synthetic nicotine products can only be legally marketed if they have received premarket authorization from the Food and Drug Administration (FDA). Despite these prohibitions, Instagram appears to be a hub for potentially unregulated sales of synthetic and "tobacco-free" products. Efforts are needed by platforms and regulators to enhance content moderation and prevent unregulated online sales of existing and emerging synthetic nicotine products. IMPLICATIONS There is limited clinical understanding of synthetic nicotine's unique health risks and how these novel products are changing over time due to regulatory oversight. Despite synthetic nicotine-specific regulatory measures, such as the requirement for premarket authorization and FDA warning letters issued to unauthorized sellers, access to and promotion of synthetic nicotine is widely occurring on Instagram, a platform with over 2 billion users and one that is popular among youth and young adults. Activities include direct-to-consumer sales from questionable sources, inadequate health warning disclosure, and exposure with limited age restrictions, all conditions necessary for the sale of various tobacco products. Notably, the number of these Instagram posts increased in response to the announcement of new FDA regulations. In response, more robust online monitoring, content moderation, and proactive enforcement are needed from platforms who should work collaboratively with regulators to identify, report, and remove content in clear violation of platform policies and federal laws. Regulatory implementation and enforcement should prioritize digital platforms as conduits for unregulated access to synthetic nicotine products and other future novel and emerging tobacco products.
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Affiliation(s)
- Neal A Shah
- Department of Anesthesiology, University of California, San Diego School of Medicine, San Diego, CA, USA
- Global Health Policy and Data Institute, San Diego, CA, USA
| | - Zhuoran Li
- San Diego Supercomputer Center, University of California, San Diego, CA, USA
- S-3 Research, San Diego, CA, USA
| | - Tiana McMann
- Global Health Policy and Data Institute, San Diego, CA, USA
- S-3 Research, San Diego, CA, USA
- Global Health Program Department of Anthropology, University of California, San Diego, La Jolla, CA, USA
| | - Alec J Calac
- Global Health Policy and Data Institute, San Diego, CA, USA
- The Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, CA, USA
| | - Nicolette Le
- Global Health Program Department of Anthropology, University of California, San Diego, La Jolla, CA, USA
| | - Matthew C Nali
- Department of Anesthesiology, University of California, San Diego School of Medicine, San Diego, CA, USA
- Global Health Policy and Data Institute, San Diego, CA, USA
- S-3 Research, San Diego, CA, USA
| | - Raphael E Cuomo
- Department of Anesthesiology, University of California, San Diego School of Medicine, San Diego, CA, USA
- Global Health Policy and Data Institute, San Diego, CA, USA
| | - Tim K Mackey
- San Diego Supercomputer Center, University of California, San Diego, CA, USA
- S-3 Research, San Diego, CA, USA
- Global Health Program Department of Anthropology, University of California, San Diego, La Jolla, CA, USA
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Ng L, Ng XY, van der Eijk Y. Vaping in a heavily regulated setting: cross-sectional survey of e-cigarette use, perceptions and social media exposure. Tob Control 2024; 33:e11-e17. [PMID: 36813571 DOI: 10.1136/tc-2022-057805] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 02/11/2023] [Indexed: 02/24/2023]
Abstract
BACKGROUND Singapore has completely banned e-cigarettes and the government's cautious stance against vaping has been consistent. Despite this, vaping appears to have gained popularity in Singapore, especially among younger people. With the heavy marketing of vaping products on social media, it is possible that such marketing, due to its cross-border nature, is reaching younger Singaporeans and driving changes in vaping-related perceptions or behaviours. This study examines their exposure to vaping-related content on social media, and whether such exposure is associated with more positive perceptions of vaping or e-cigarette ever use. METHODS Analysis of cross-sectional survey data of 550 adult (age 21-40 years) Singaporeans recruited via convenience methods in May 2022, using descriptive statistics, bivariate analyses, and multiple linear and logistic regression models. RESULTS 16.9% of participants reported they had ever used e-cigarettes. 18.5% of those who used social media recalled seeing vaping-related content on a social media platform in the past 6 months, mostly from influencers or friends, and on Instagram, Facebook, TikTok and/or YouTube. Reporting exposure to such content was not associated with e-cigarette ever use. It was associated with having a more positive overall perception of vaping (β=1.47; 95% CI: 0.17 to 2.78), although no significant difference was observed when examining only health-related perceptions. CONCLUSION Even in a heavily regulated environment such as Singapore's, people appear to be exposed to vaping-related content on social media platforms and this exposure is, in turn, associated with more positive perceptions of vaping, but not e-cigarette ever use.
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Affiliation(s)
- Lionel Ng
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Xian Yi Ng
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Yvette van der Eijk
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
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Do EK, Diaz MC, Bertrand A, Liu S(M, Hair EC. E-Cigarette Brand Trends in the United States: An Investigation of Data From a Youth and Young Adult Sample and the E-Cigarette Retail Market (2022). Tob Use Insights 2024; 17:1179173X241237216. [PMID: 38455141 PMCID: PMC10916459 DOI: 10.1177/1179173x241237216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 02/17/2024] [Indexed: 03/09/2024] Open
Abstract
Background Electronic cigarettes (e-cigarettes) remain the most used tobacco product among young people in the United States (US). Given the need for current data on popular e-cigarette products, the current study leverages data from a rapid surveillance survey of young people and examines whether the top e-cigarette brands identified from this source align with US market data. Methodology Data were obtained from current e-cigarette users (N = 4145) participating in the Truth Continuous Tracker Online (CTO; a cross-sectional tracking survey of 15-24 year-olds sourced from the national Dynata panel) and NielsenIQ retail scanner data, collected in 2022 and aggregated by quarter (Q1, Q2, and Q3). The top 15 e-cigarette brands were determined from respondents' endorsement in the Truth CTO and ranked total sales in NielsenIQ in nominal dollars. Results Overall, 58% of e-cigarette brands overlapped across the Truth CTO and NielsenIQ data (60% for Q1, 47% for Q2 and 67% for Q3). Pod-based (JUUL; VUSE) and disposable (Hyde; Breeze Smoke) brands appeared as top brands in both datasets. Top brands were fairly consistent within and across quarters; though, more variability was found in the Truth CTO, relative to NielsenIQ. Many top brands were disposable. Conclusions Results suggest that data from rapid surveillance and retail data can be used complementarily to characterize the popular e-cigarette brands currently on the US market. Many of these popular e-cigarette brands have yet to receive marketing granted orders under the US Food and Drug Administration, suggesting the need to continue monitoring e-cigarette brands among young people.
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Affiliation(s)
- Elizabeth K. Do
- Schroeder Institute, Truth Initiative, Washington, DC, USA
- Milken Institute School of Public Health, George Washington University, Washington, DC, USA
| | - Megan C. Diaz
- Schroeder Institute, Truth Initiative, Washington, DC, USA
| | | | | | - Elizabeth C. Hair
- Schroeder Institute, Truth Initiative, Washington, DC, USA
- Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
- School of Global Public Health, New York University, New York, NY, USA
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Jackson SE, Tattan-Birch H, Shahab L, Oldham M, Kale D, Brose L, Brown J. Who would be affected by a ban on disposable vapes? A population study in Great Britain. Public Health 2024; 227:291-298. [PMID: 38267284 DOI: 10.1016/j.puhe.2023.12.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Revised: 12/19/2023] [Accepted: 12/20/2023] [Indexed: 01/26/2024]
Abstract
OBJECTIVES The UK government is consulting on banning disposable e-cigarettes. This study aimed to describe trends in disposable e-cigarette use among adults in Great Britain since 2021 and establish who would currently be affected by a ban on disposables. STUDY DESIGN Nationally-representative monthly cross-sectional survey. METHODS We analysed data from 69,973 adults surveyed between January 2021 and August 2023. We estimated monthly time trends in the weighted prevalence of current disposable e-cigarette use among adults and by sociodemographic characteristics and smoking status. RESULTS From January 2021 to August 2023, the prevalence of disposable e-cigarette use grew from 0.1 % to 4.9 %. This rise was observed across all population subgroups but was most pronounced among younger adults (e.g. reaching 15.9 % of 18-year-olds compared with 1.3 % of 65-year-olds), those who currently smoke (16.3 %), and those who stopped smoking in the past year (18.2 %). Use among never smokers remained relatively rare (1.5 %), except among 18- to 24-year-olds (7.1 %). Use was significantly higher in England than Wales or Scotland (5.3 % vs. 2.0 % and 2.8 %) and among less (vs. more) advantaged social grades (6.1 % vs. 4.0 %), those with (vs. without) children (6.4 % vs. 4.4 %), and those with (vs. without) a history of mental health conditions (9.3 % vs. 3.1 %). CONCLUSIONS A ban on disposable e-cigarettes would currently affect one in 20 adults in Great Britain (approximately 2.6 million people). The proportion who would be affected would be greatest among young people, including the 316,000 18-24 year-olds who currently use disposables but who have never regularly smoked tobacco, which may discourage uptake of vaping in this group. However, a ban would also affect 1.2 million people who currently smoke and a further 744,000 who previously smoked. It would also have a disproportionate impact on disadvantaged groups that have higher rates of smoking and typically find it harder to quit.
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Affiliation(s)
- Sarah E Jackson
- Department of Behavioural Science and Health, University College London, London, UK; SPECTRUM Consortium, UK.
| | - Harry Tattan-Birch
- Department of Behavioural Science and Health, University College London, London, UK; SPECTRUM Consortium, UK
| | - Lion Shahab
- Department of Behavioural Science and Health, University College London, London, UK; SPECTRUM Consortium, UK
| | - Melissa Oldham
- Department of Behavioural Science and Health, University College London, London, UK; SPECTRUM Consortium, UK
| | - Dimitra Kale
- Department of Behavioural Science and Health, University College London, London, UK; SPECTRUM Consortium, UK
| | - Leonie Brose
- SPECTRUM Consortium, UK; Addictions Department, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK
| | - Jamie Brown
- Department of Behavioural Science and Health, University College London, London, UK; SPECTRUM Consortium, UK
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11
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Jancey J, Leaver T, Wolf K, Freeman B, Chai K, Bialous S, Bromberg M, Adams P, Mcleod M, Carey RN, McCausland K. Promotion of E-Cigarettes on TikTok and Regulatory Considerations. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:5761. [PMID: 37239490 PMCID: PMC10217796 DOI: 10.3390/ijerph20105761] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 03/22/2023] [Accepted: 04/19/2023] [Indexed: 05/28/2023]
Abstract
E-cigarettes are promoted extensively on TikTok and other social media platforms. Platform policies to restrict e-cigarette promotion seem insufficient and are poorly enforced. This paper aims to understand how e-cigarettes are being promoted on TikTok and provide insights into the effectiveness of current TikTok policies. Seven popular hashtag-based keywords were used to identify TikTok accounts and associated videos related to e-cigarettes. Posts were independently coded by two trained coders. Collectively, the 264 videos received 2,470,373 views, 166,462 likes and 3426 comments. The overwhelming majority of videos (97.7%) portrayed e-cigarettes positively, and these posts received 98.7% of the total views and 98.2% of the total likes. A total of 69 posts (26.1%) clearly violated TikTok's own content policy. The findings of the current study suggest that a variety of predominantly pro-vaping content is available on TikTok. Current policies and moderation processes appear to be insufficient in restricting the spread of pro-e-cigarette content on TikTok, putting predominantly young users at potential risk of e-cigarette use.
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Affiliation(s)
- Jonine Jancey
- Collaboration for Evidence, Research and Impact in Public Health, School of Population Health, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Tama Leaver
- Internet Studies, School of Media, Creative Arts and Social Inquiry, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Katharina Wolf
- School of Marketing, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Becky Freeman
- School of Public Health, University of Sydney, Sydney, NSW 2006, Australia
| | - Kevin Chai
- School of Population Health, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Stella Bialous
- School of Nursing, University of California, San Francisco, CA 94158, USA
| | - Marilyn Bromberg
- UWA Law School, The University of Western Australia, 35 Stirling Highway, Perth, WA 6009, Australia
| | - Phoebe Adams
- Collaboration for Evidence, Research and Impact in Public Health, School of Population Health, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Meghan Mcleod
- Collaboration for Evidence, Research and Impact in Public Health, School of Population Health, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Renee N. Carey
- School of Population Health, Curtin University, Kent Street, Perth, WA 6102, Australia
| | - Kahlia McCausland
- Collaboration for Evidence, Research and Impact in Public Health, School of Population Health, Curtin University, Kent Street, Perth, WA 6102, Australia
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12
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Vassey J, Galimov A, Kennedy CJ, Vogel EA, Unger JB. Frequency of Social Media Use and Exposure to Tobacco or Nicotine-Related Content in Association with E-cigarette Use Among Youth: A Cross-Sectional and Longitudinal Survey Analysis. Prev Med Rep 2022; 30:102055. [DOI: 10.1016/j.pmedr.2022.102055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 11/13/2022] [Indexed: 11/16/2022] Open
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13
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Stanton CA, Pasch KE, Pericot-Valverde I, Cruz-Cano R, Moran MB, Abadi MH, Mays D, Mercincavage M, Tang Z, Chen-Sankey J. Longitudinal associations between U.S. youth exposure to E-cigarette marketing and E-cigarette use harm perception and behavior change. Prev Med 2022; 164:107266. [PMID: 36152822 PMCID: PMC9691545 DOI: 10.1016/j.ypmed.2022.107266] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 08/28/2022] [Accepted: 09/17/2022] [Indexed: 10/31/2022]
Abstract
E-cigarette marketing tactics to reach and appeal to youth are rapidly changing. This study examined to what extent youth e-cigarette marketing exposure was associated with e-cigarette use behavior change one year later, during a time when youth e-cigarette use was starting to surge in the U.S. Using nationally representative longitudinal public-use data from the Population Assessment of Tobacco and Health (PATH) Study, we examined associations between recalled e-cigarette marketing exposure (2016-2018) at Wave (W) 4 and e-cigarette use harm perception and behavior change (ever, current, and regular use) one year later (W4.5; 2017-2018) among W4 never tobacco users (n = 9405). Recall of exposure to e-cigarette marketing through different channels was also examined in multivariable models controlling for socio-demographic factors and established e-cigarette use risk factors. Results show that the most frequently recalled channels of e-cigarette marketing exposure were retail stores (50.3%), television (22.2%), and websites/social media (20.2%). Over one year, 21.2%, 7.8%, 3.4%, and 1.2% of respondents reported reduced harm perceptions, and ever, current, and regular use of e-cigarettes, respectively, at follow-up. Recalled exposure to e-cigarette marketing was associated with reduced e-cigarette harm perception (AOR = 1.20; 95% CI = 1.05-1.37) and ever (AOR = 1.26; 95% CI = 1.01-1.56) and current use (AOR = 1.40; 95% CI = 1.02-1.92) at follow-up. E-cigarette marketing exposure through websites/social media was associated with reduced harm perceptions and all stages of e-cigarette use change, including regular use. Identifying marketing techniques and channels that change youth e-cigarette harm perceptions and influence e-cigarette use progression is essential to inform e-cigarette regulatory policies and prevention campaigns.
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Affiliation(s)
- Cassandra A Stanton
- Behavioral Health and Health Policy, Westat, Rockville, MD, United States of America
| | - Keryn E Pasch
- Department of Kinesiology and Health Education at the University of Texas, Austin, TX, United States of America
| | - Irene Pericot-Valverde
- College of Behavioral, Social and Health Sciences, Clemson University, Clemson, SC, United States of America
| | - Raul Cruz-Cano
- Department of Epidemiology and Biostatistics Indiana University School of Public Health-Bloomington, University of Maryland, College Park, MD, United States of America
| | - Meghan B Moran
- Department of Health, Behavior & Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States of America
| | - Melissa H Abadi
- Pacific Institute for Research & Evaluation, Louisville, KY, United States of America
| | - Darren Mays
- Department of Internal Medicine, College of Medicine, Center for Tobacco Research, The Ohio State University Comprehensive Cancer Center, Columbus, OH, United States of America
| | - Melissa Mercincavage
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America
| | - Zhiqun Tang
- Behavioral Health and Health Policy, Westat, Rockville, MD, United States of America
| | - Julia Chen-Sankey
- Center for Tobacco Studies, Rutgers Biomedical and Health Sciences, New Brunswick, NJ, United States of America; School of Public Health, Rutgers University, Piscataway, NJ, United States of America.
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14
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Xie Z, Xue S, Gao Y, Li D. Characterizing Electronic Cigarette-Related Videos on TikTok: Observational Study (Preprint). JMIR Form Res 2022; 7:e42346. [PMID: 37018026 PMCID: PMC10131997 DOI: 10.2196/42346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 01/19/2023] [Accepted: 02/20/2023] [Indexed: 02/22/2023] Open
Abstract
BACKGROUND As a popular social networking platform for sharing short videos, TikTok has been widely used for sharing e-cigarettes or vaping-related videos, especially among the youth. OBJECTIVE This study aims to characterize e-cigarette or vaping-related videos and their user engagement on TikTok through descriptive analysis. METHODS From TikTok, a total of 417 short videos, posted between October 4, 2018, and February 27, 2021, were collected using e-cigarette or vaping-related hashtags. Two human coders independently hand-coded the video category and the attitude toward vaping (provaping or antivaping) for each vaping-related video. The social media user engagement measures (eg, the comment count, like count, and share count) for each video category were compared within provaping and antivaping groups. The user accounts posting these videos were also characterized. RESULTS Among 417 vaping-related TikTok videos, 387 (92.8%) were provaping, and 30 (7.2%) were antivaping videos. Among provaping TikTok videos, the most popular category is vaping tricks (n=107, 27.65%), followed by advertisement (n=85, 21.95%), customization (n=75, 19.38%), TikTok trend (n=70, 18.09%), others (n=44, 11.37%), and education (n=6, 1.55%). By comparison, videos showing the TikTok trend had significantly higher user engagement (like count per video) than other provaping videos. Antivaping videos included 15 (50%) videos with the TikTok trend, 10 (33.33%) videos on education, and 5 (16.67%) videos about others. Videos with education have a significantly lower number of likes than other antivaping videos. Most TikTok users posting vaping-related videos are personal accounts (119/203, 58.62%). CONCLUSIONS Vaping-related TikTok videos are dominated by provaping videos focusing on vaping tricks, advertisement, customization, and TikTok trend. Videos with the TikTok trend have higher user engagement than other video categories. Our findings provide important information on vaping-related videos shared on TikTok and their user engagement levels, which might provide valuable guidance on future policy making, such as possible restrictions on provaping videos posted on TikTok, as well as how to effectively communicate with the public about the potential health risks of vaping.
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Affiliation(s)
- Zidian Xie
- Department of Clinical and Translational Research, University of Rochester Medical Center, Rochester, NY, United States
| | - Siyu Xue
- Goergen Institute for Data Science, University of Rochester, Rochester, NY, United States
| | - Yankun Gao
- Department of Clinical and Translational Research, University of Rochester Medical Center, Rochester, NY, United States
| | - Dongmei Li
- Department of Clinical and Translational Research, University of Rochester Medical Center, Rochester, NY, United States
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15
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Marynak KL, Robichaud MO, Puryear T, Kennedy RD, Moran MB. #Nicotineaddiction on TikTok: A quantitative content analysis of top-viewed posts. Tob Induc Dis 2022; 20:69. [PMID: 35979474 PMCID: PMC9353672 DOI: 10.18332/tid/151868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 06/15/2022] [Accepted: 07/04/2022] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION TikTok, the video-sharing app popular among youth, is a source of user-generated content about nicotine addiction with the potential to endorse or deter nicotine use among young viewers. We systematically analyzed content and themes of TikTok posts tagged #nicotineaddiction. METHODS We conducted a quantitative content analysis of the visual and textual content of the 149 top-viewed English-language TikTok posts tagged #nicotineaddiction as of 1 March 2021. Posts were double-coded using a shared codebook, noting content creator characteristics, nicotine products featured, references to quitting, and overall themes of #nicotineaddiction expressed. We assessed the prevalence of post characteristics and themes overall and by apparent age of content creators (aged ≥21 years versus <21 years). RESULTS The 149 posts analyzed received a mean and median of 62433 and 15800 likes, respectively. E-cigarettes were referenced or featured in 75% of posts; 58% featured a specific nicotine product brand, most commonly Puff Bar (23% of total) and JUUL (19%). Overall, 22% of posts mentioned quitting nicotine. The top themes of #nicotineaddiction expressed were physical or psychological consequences (e.g. withdrawal symptoms, 46%), physical or psychological benefits (e.g. tasting good, feeling ‘buzzed’, 28%), and social benefits (e.g. bonding with fellow users, 28%). Compared to those aged ≥21 years, posts by content creators likely <21 years (26%) less commonly mentioned quitting (p<0.01), had fewer followers (p<0.01), were more commonly from Canada (p<0.01) and less commonly from the US (p<0.01), and more commonly featured JUUL (p<0.05). CONCLUSIONS While reaching a large and engaged audience, TikTok content creators suggest a range of benefits and consequences of nicotine addiction. Future research is warranted to examine this content’s potential to influence young people’s intentions to use or quit nicotine products.
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Affiliation(s)
- Kristy L. Marynak
- Department of Health, Behavior and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, United States
| | - Meagan O. Robichaud
- Department of Health, Behavior and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, United States
| | - Tyler Puryear
- Department of Health, Behavior and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, United States
| | - Ryan D. Kennedy
- Department of Health, Behavior and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, United States
| | - Meghan B. Moran
- Department of Health, Behavior and Society, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, United States
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16
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Liu J, Gaiha SM, Halpern-Felsher B. School-based programs to prevent adolescent e-cigarette use: A report card. Curr Probl Pediatr Adolesc Health Care 2022; 52:101204. [PMID: 35534403 PMCID: PMC9296568 DOI: 10.1016/j.cppeds.2022.101204] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Given high rates and known health consequences of adolescent e-cigarette use as well as adolescents' susceptibility to nicotine addiction, school-based efforts to prevent and reduce adolescent e-cigarette use should continue to be developed, implemented, disseminated, and evaluated. This paper elaborates on best practices for developing and implementing prevention programs, including the importance of grounding programs in theories and frameworks that empower adolescents, including normative and interactive education, and having programs that are easily accessible and free of cost. Programs should also address key factors driving adolescent e-cigarette use, including discussing misperceptions, flavors, nicotine content, addiction, and the role that marketing plays in appealing to adolescents. The paper also discusses the gap areas of currently available prevention programs and highlights the need for evidence-based approaches and the importance of rigorous evaluation of programs.
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Affiliation(s)
- Jessica Liu
- Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, Harvard University, United States
| | - Shivani Mathur Gaiha
- Stanford Reach Lab, Division of Adolescent Medicine, Department of Pediatrics, Stanford University, Stanford Research Park, 3145 Porter Drive, Wing A, Room A104, MC 5395, Palo Alto, CA 94304, United States
| | - Bonnie Halpern-Felsher
- Stanford Reach Lab, Division of Adolescent Medicine, Department of Pediatrics, Stanford University, Stanford Research Park, 3145 Porter Drive, Wing A, Room A104, MC 5395, Palo Alto, CA 94304, United States.
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Dunbar MS, Tucker JS. Introduction to the Special Issue "Emerging Trends in Combustible Tobacco and Vaping Product Use". INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:4992. [PMID: 35564387 PMCID: PMC9099712 DOI: 10.3390/ijerph19094992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 04/19/2022] [Indexed: 12/02/2022]
Abstract
Tobacco use remains a leading cause of preventable death and disease worldwide [...].
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Affiliation(s)
- Michael S. Dunbar
- RAND Corporation, 4750 Fifth Avenue, Suite 600, Pittsburgh, PA 15213, USA
| | - Joan S. Tucker
- RAND Corporation, 1776 Main Street, Santa Monica, CA 90401, USA;
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