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Normally the search retrieves all newsitems in which all the search terms occur. However, this behaviour may be modified by using quotation marks, wildcards and Boolean operators in the following ways:. By relevance. Search Options Search terms: The word or words being searched for. This is a required field. Ordering: Results may be ordered by date with the newest newsitems at the top or by relevance. In relvance ordering, the frequency and placement of the search terms in the news item affect the ranking. Advanced Search Normally the search retrieves all newsitems in which all the search terms occur. Quotation marks: By enclosing a series of words in quotation marks, one indicates that they should occur in that specific order. Wildcards may be applied to the words as well. A minus sign: A minus sign or hyphen - immediately in front of a word or a phrase in quotation marks indicates that it should not occur in any news item found. Parentheses may be used for grouping. In order to search for these words themselves, one must place them inside quotation marks. Warning: Yellow More. Top News 'No one would have run away from this'. The damage could amount to 17 billion ISK. Rushdie happy with his stay in Iceland. Breaking news: A volcanic eruption has started on the Reykjanes peninsula. The girl has died.

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Federal government websites often end in. The site is secure. Preview improvements coming to the PMC website in October Learn More or Try it out now. We aimed to summarize how content related to substances is portrayed on various social media platforms. A total of Sentiment regarding opiate use however was commonly negative Most studies identified themes relating to Health, Safety and Harms The large public presence of this content may have concerning influences on attitudes, behaviours and risk perceptions relating to substance use, particularly among the most vulnerable and heaviest users of social media—adolescents and young adults. Public access to the internet and digital communication services such as email in the s \[ 4 \] paved the way for social media platforms, which attracted millions of users and changed the way individuals communicate and interact \[ 5 \]. Global social media use has grown from 1 million monthly active users in \[ 6 \] to over 3. Fuelled by the proliferation of smartphones \[ 4 \], social media platforms have become integral to the daily lives of adolescents and young adults \[ 8 \], with research demonstrating that adolescents spend an average of 8 hours per day online \[ 9 \]. Adolescents who are regularly active on social media have a greater likelihood of subsequent tobacco or cannabis use initiation \[ 14 \]. Lower danger perceptions have been associated with increased substance use among adolescents \[ 16 \]. High frequency viewers also had increased perceptions of substance use acceptability and greater likelihood to initiate use \[ 15 \]. The exclusion criteria were: i commentaries, randomised controlled trials, case reports, literature reviews, conference proceedings or letters to the editor; and ii studies only assessing exposure to social media or its content, assessing the efficacy of automated content extraction tools, assessing social network demographics or assessing online reactions to traditional media content or proposed legislation rather than the substance itself. A comprehensive search was conducted in the databases of PubMed, Scopus, PsycINFO and Web of Science in April of to identify relevant research published since reflective of the rise in social media use. Additional relevant research was identified by checking the reference lists of included studies and from other reviews. Search strings can be found in the supporting information. Five reviewers B. Each title and abstract was screened twice, and any discrepancies were resolved through verbal discussion between researchers. Finally, the full text of articles were evaluated by two researchers B. The following study characteristics and outcomes were extracted by two researchers B. These data were independently extracted by two reviewers. Any discrepancies were resolved through discussion until consensus was achieved. For each substance category, reported sentiment data was extracted. The sentiment data was totalled to indicate the percentage of social media content reflective of positive, negative or neutral attitudes Supporting information Table S1 for definitions. We extracted the theme categories identified in the content analyses of included studies and totalled the number of studies, which identified those themes to indicate the proportion of content available on social media that was reflective of these themes. Sentiments and themes were analysed within each of the social media platforms individually. Studies were assessed by one reviewer B. This question set required reviewers to determine whether: i the approach was appropriate given the research question; ii were the data collection methods adequate, iii were the findings adequately derived from data; iv was the interpretation sufficiently substantiated; and v was there coherence between each of these areas? Reviewer responses were tabulated in a Google Sheet document. Consensus was then achieved through discussion. Characteristics of the included studies, and quality, can be found in Supporting information Table S2. Manual coding was the most common method, and typically involved one or more human coders categorizing data thematically and sentimentally using a codebook derived from data subsets. Disagreements between coders were resolved through discussion to reach consensus. Machine learning involved the use of algorithms, refined by manual coding of data subsets, to automatically code data via computer program. There was no difference in findings from manually coded and machine learning samples. Account type was usually informed by data found in account profiles e. Demographics Pro. Commercial accounts were identified in Public health or education organisations were identified as content sources in Government entities were identified in 5. A further Specific values for each sentiment category can be found in Table 1. Further information on the proportion of studies that identified other theme categories can be found in Table 2. Similar trends were identified for alcohol Sentiments toward opiate use were predominantly negative Ultimately, negative sentiment was expressed in Across all substance types, themes relating to Health, Safety and Harms were most prominent Themes relating to Use Similar trends were identified for tobacco Negative sentiment was expressed in only 7. Themes relating to Informative content were most common Negative sentiment was expressed in only 3. Use Health, Safety and Harms Themes relating to Attitudes Entertainment Personal accounts typically expressed positive sentiments toward substance use and shared content relating to Informative or Entertaining themes. This is likely attributable to increased perceptions of source credibility and authenticity in comparison to commercial information sources \[ 93 , 94 \]. Activity from public health and educational organisation account types represented less than These accounts primarily shared content that was thematically Informative or related to Health, Safety and Harms associated with substance use. Public health and educational organisations were the predominant account type responsible for the disseminating content coded under these themes. The availability of information discussing the potential health effects of substance use is likely to influence individuals' risk perceptions regarding substance use \[ 95 \]. Content relating to Health, Safety, and Harms was identified across all social media platforms, indicating that public health and educational messaging regarding the potential health impacts of substance use is becoming more broadly accessible online. Although the substances depicted are classified as legal, this does not mean that there are no risks associated with regular use. Given the large presence of youth on social media \[ 12 \] and the popularity of YouTube, Instagram, TikTok and Facebook among this population \[ 96 , 97 \], promotional content may encourage youth to experiment with or initiate substance use behaviours without appropriately recognising associated risks of use. Themes categorised as Informative included tutorial style content such as DIYs, vape modification and recipes, as well as dosage recommendations, use guidelines and discussions of personal use experiences. Research has shown that exposure to social media content that informs on shared interests such as substance use has significant influence on personal and societal risk perceptions, as well as behavioural intentions \[ 98 \]. The pattern of positive sentiment was evident across all platforms and substance types, excluding opiate use, which was predominantly depicted negatively. Accounts with vested interests in the promotion of substance use e. As previously stated, viewers are more likely to be persuaded by peers and view their messages as more credible than other online sources \[ 92 , 93 , 94 \]. Negative sentiments were more common in content produced by medical professionals or media accounts. Public health and educational organisations and government entities were predominantly neutral in their sentiments toward substance use, most likely because of the desire not to villainise substance use, but to educate the public about possible associated risks \[ 99 \]. Promotional material was identified in nearly all included studies. Further research should investigate whether intrapersonal factors of viewers and content format may moderate the relationship between exposure and influence on psychosocial factors associated with substance use. In comparison to other social media platform data, Twitter data is relatively easy for researchers to access using its academic research application portal \[ \]. Licit substances are also more likely to be discussed openly on social media platforms because of the unlikely risk of criminal or legal consequences from posting content relating to these substances. A further limitation of the current body of literature is many of the included studies did not collect metadata information e. Content with high metadata values is more likely to be seen and shared among social media users, and therefore, may have a higher influence regardless of whether it is promoting or discouraging substance use. The large public presence of this content may have negative influences on attitudes, behaviours and risk perceptions relating to substance use, particularly among adolescents and young adults who are the primary users of social media. Social media platforms should consider introducing regulations regarding the marketing of substances online that enhance current practices. Although many platforms take an official zero tolerance policy to content that promotes or attempts to distribute drugs, tobacco and alcohol \[ \], promotional content continues to proliferate on social media \[ \]. Current regulatory efforts, such as the removal of explicit hashtags e. Carmen Lim: Conceptualization; data curation; investigation; methodology. Benjamin Johnson: Formal analysis; investigation. Brandon Cheng: Data curation; investigation; methodology. Jack Chung: Data curation; investigation. Sandy Huang: Data curation; formal analysis. Janni Leung: Supervision. Gary Chan: Conceptualization; project administration; supervision. TurntTrending: a systematic review of substance use portrayals on social media platforms. As a library, NLM provides access to scientific literature. Published online Sep 8. Brienna N. Rutherford , 1 , 2 Carmen C. Chan 1. Carmen C. Gary C. Rutherford, Email: ua. Corresponding author. Email: ua. Received Mar 6; Accepted Jul The rise of online social media Public access to the internet and digital communication services such as email in the s \[ 4 \] paved the way for social media platforms, which attracted millions of users and changed the way individuals communicate and interact \[ 5 \]. Search strategy and study selection A comprehensive search was conducted in the databases of PubMed, Scopus, PsycINFO and Web of Science in April of to identify relevant research published since reflective of the rise in social media use. Data extraction The following study characteristics and outcomes were extracted by two researchers B. Data synthesis For each substance category, reported sentiment data was extracted. Open in a separate window. Account type Account type was usually informed by data found in account profiles e. NS indicates that data for this column was not stated. Theme categories Studies, No. Public health and educational organisations Activity from public health and educational organisation account types represented less than Informative Themes categorised as Informative included tutorial style content such as DIYs, vape modification and recipes, as well as dosage recommendations, use guidelines and discussions of personal use experiences. Sentiment The pattern of positive sentiment was evident across all platforms and substance types, excluding opiate use, which was predominantly depicted negatively. The global burden of disease attributable to alcohol and drug use in countries and territories, — a systematic analysis for the global burden of disease study Lancet Psychiatry. A heavy burden on young minds the global burden of mental and substance use disorders in children and youth. Psychol Med. An examination of the association between early initiation of substance use and interrelated multilevel risk and protective factors among adolescents. Sheppard F. A brief history of the internet over the past 20 years and the role of the world wide web. ABC News. University M. The evolution of social media how did it begin, and where could it go next? Maryville University. The rise of social media our world in data ; Number of social network users worldwide from to Johnson J. Worldwide digital population as of January Alcohol advertising in magazines and underage readership are underage youth disproportionately exposed. Alcohol Clin Exp Res. The influence of social media influencers understanding online vaping communities and Parasocial interaction through the lens of Taylor's six segment strategy wheel. Int J Advert. Lee J, Kim S. Social media advertising the role of personal and societal norms in page like ads on Facebook. J Mark Commun. Jiang MAJ. Teens, Social Media and Technology Long term associations between substance use related media exposure, descriptive norms, and alcohol use from adolescence to young adulthood. J Youth Adolesc. Digital media use and subsequent cannabis and tobacco product use initiation among adolescents. Drug Alcohol Depend. Effects of social media on adolescents willingness and intention to use E cigarettes an experimental investigation. Nicotine Tob Res. Lipari RN. Trends in adolescent substance use and perception of risk from substance use. PLoS Med. Rayyan—A web and mobile app for systematic reviews. Syst Rev. Education for information. Assessment of provider attitudes toward naloxone on twitter. Subst Abus. The canary in the coal mine tweets social media reveals public perceptions of non medical use of opioids. Characterizing the followers and tweets of a marijuana focused twitter handle. J Med Internet Res. A content analysis of tweets about high potency marijuana. A content analysis of vaping advertisements on twitter, November Prev Chronic Dis. Drug use in the Twittersphere a qualitative contextual analysis of tweets about prescription drugs. J Addict Dis. E cigarette advocates on twitter content analysis of vaping related tweets. E cigarette social media messages a text mining analysis of marketing and consumer conversations on twitter. E liquid related posts to twitter in thematic analysis. Addict Behav Rep. Am J Health Promot. J Stud Alcohol Drugs. HookahRelated posts to twitter from to thematic analysis. Hookah related twitter chatter a content analysis. Identifying sentiment of hookah related posts on twitter. Investigating the attitudes of adolescents and young adults towards JUUL computational study using twitter data. JUUL on twitter analyzing tweets about use of a new nicotine delivery system. J Sch Health. Keeping up with the times: how national public health and governmental organizations communicate about cannabis on twitter. Subst Abuse Treat Prev Policy. Live, Love, Juul user and content analysis of twitter posts about Juul. Am J Health Behav. Clin Toxicol Phila. Monitoring the sentiment of cannabis related tweets in the lead up to New Zealand's cannabis referendum. Drug Alcohol Rev. J Health Commun. Perceptions of menthol cigarettes among twitter users content and sentiment analysis. Grant A, O'Mahoney H. Portrayal of waterpipe shisha, hookah, nargile smoking on twitter a qualitative exploration. Public Health. Prevalence of marijuana related traffic on twitter, a content analysis. Cyberpsychol Behav Soc Netw. Social listening a content analysis of E cigarette discussions on twitter. Tweeting stigma an exploration of twitter discourse regarding medications used for both opioid use disorder and chronic pain. J Drug Issues. Twitter chatter about marijuana. J Adolesc Health. Twitter posts about cannabis use during pregnancy and postpartum a content analysis. Subst Use Misuse. Using twitter to examine smoking behavior and perceptions of emerging tobacco products. World vaping day contextualizing vaping culture in online social media using a mixed methods approach. J Mixed Methods Res. Public perceptions of powdered alcohol use and misuse narrative perspectives from YouTube. Am J Health Educ. Portrayal of smokeless tobacco in YouTube videos. A comparison of cigarette and hookah related videos on YouTube. Tob Control. Connecting world youth with tobacco brands YouTube and the internet policy vacuum on web 2. Freeman B, Chapman S. Tobacco content on the YouTube video sharing website. Examination of YouTube videos related to synthetic cannabinoids. Int J Adolesc Med Health. Promotion of vape tricks on YouTube content analysis. Displays of dabbing marijuana extracts on YouTube. Content analysis of cannabis vaping videos on YouTube. Manning P. Drugs: Education, Prevention and Policy. Modifications to electronic nicotine delivery systems content analysis of YouTube videos. Depiction of health effects of electronic cigarettes on YouTube. J Subst Abuse. Montgomery L, Yockey A. Rolling and scrolling the portrayal of marijuana cigars blunts on YouTube. J Subst Use. Health Educ Res. Portrayal of alcohol intoxication on YouTube. Richardson A, Vallone DM. YouTube a promotional vehicle for little cigars and cigarillos? A snapshot of the depiction of electronic cigarettes in YouTube videos. Clean, cheap, convenient promotion of electronic cigarettes on YouTube. Tob Prev Cessat. Youth access, creation, and content of smokeless tobacco 'dip' videos in social media. Portrayal of tobacco in Mongolian language YouTube videos policy gaps. How is marijuana vaping portrayed on YouTube? Content, features, popularity and retransmission of vaping marijuana YouTube videos. Waterpipe promotion and use on Instagram hookah. Images of little cigars and cigarillos on Instagram identified by the hashtag swisher thematic analysis. Use of the Instagram hashtags winemom and momjuice among mothers during the COVID 19 pandemic descriptive, cross sectional study. Hookahlife the rise of Waterpipe promotion on Instagram. Health Educ Behav. Electronic CigaretteRelated contents on Instagram observational study and exploratory analysis. Vapelife an exploratory study of electronic cigarette use and promotion on Instagram. From apple to werewolf a content analysis of marketing for e liquids on Instagram. Addict Behav. A picture is worth a thousand words electronic cigarette content on Instagram and Pinterest. How health risks are pinpointed or not on social media the portrayal of Waterpipe smoking on Pinterest. Health Commun. Making 'Weedish fish' an exploratory analysis of cannabis recipes on Pinterest. Cannabidiol CBD perspectives from Pinterest. Getting high for likes: exploring cannabis related content on TikTok. Vaping on TikTok a systematic thematic analysis. Chinese tobacco industry promotional activity on the microblog Weibo. Dubois E, Gaffney D. The multiple facets of influence identifying political Influentials and opinion leaders on twitter. Am Behav Sci. From whence it came. Social media as information source Recency of updates and credibility of information. Perceived harm, addictiveness, and social acceptability of tobacco products and marijuana among young adults marijuana, hookah, and electronic cigarettes win. Department SR. Reach of social media used by UK teens and young adults Hinton T. Leading social media platforms used by teenagers in Australia and Differential effects of content oriented versus user oriented social media on risk perceptions and behavioral intentions. Is TikTok the next social media frontier for medicine? AEM Educ Train. Lerman R, Lima C. TikTok, Snap, YouTube defend how they protect kids online in congressional hearing. Changes in viewer engagement and accessibility of popular vaping videos on TikTok a 12Month prospective study. Articles from Addiction Abingdon, England are provided here courtesy of Wiley. Copy Download.

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