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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Explor Digit Health Technol</journal-id>
<journal-id journal-id-type="publisher-id">EDHT</journal-id>
<journal-title-group>
<journal-title>Exploration of Digital Health Technologies</journal-title>
</journal-title-group>
<issn pub-type="epub">2996-9409</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/edht.2023.00002</article-id>
<article-id pub-id-type="manuscript">10112</article-id>
<article-categories>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Turbulence at Twitter with leadership change: implications for health research and science communication</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-9668-3368</contrib-id>
<name>
<surname>Lordan</surname>
<given-names>Ronan</given-names>
</name>
<role>Conceptualization</role>
<role>Investigation</role>
<role>Writing—original draft</role>
<role>Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="I3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0509-1621</contrib-id>
<name>
<surname>Devkota</surname>
<given-names>Hari Prasad</given-names>
</name>
<role>Writing—original draft</role>
<role>Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Aremu</surname>
<given-names>Adeyemi Oladapo</given-names>
</name>
<role>Academic Editor</role>
<aff>North-West University, South Africa</aff>
</contrib>
</contrib-group>
<aff id="I1">
<sup>1</sup>Institute for Translational Medicine and Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA</aff>
<aff id="I2">
<sup>2</sup>Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA</aff>
<aff id="I3">
<sup>3</sup>Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA</aff>
<aff id="I4">
<sup>4</sup>Graduate School of Pharmaceutical Sciences, Kumamoto University, Kumamoto 862-0973, Japan</aff>
<author-notes>
<corresp id="cor1">
<sup>*</sup>
<bold>Correspondence:</bold> Ronan Lordan, Institute for Translational Medicine and Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, USA. <email>ronan.lordan@pennmedicine.upenn.edu</email></corresp>
</author-notes>
<pub-date pub-type="ppub">
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>01</day>
<month>11</month>
<year>2023</year>
</pub-date>
<volume>1</volume>
<issue>1</issue>
<fpage>4</fpage>
<lpage>10</lpage>
<history>
<date date-type="received">
<day>14</day>
<month>02</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2023.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<p>Twitter has been an invaluable social media platform for scientists to share research and host discourse among academics and the public. The change of ownership at Twitter has changed how scientists interact with the platform and has led some to worry about its future. This article discusses the current changes at Twitter and what implications these may have for future health research and communication.</p>
</abstract>
<kwd-group>
<kwd>Twitter</kwd>
<kwd>social media</kwd>
<kwd>science communication</kwd>
<kwd>mastodon</kwd>
<kwd>misinformation</kwd>
<kwd>leadership</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<p id="p-1">The social media platform Twitter since its founding in 2006, has become a hub of scientific communication and a point of health research dissemination among academics to the benefit of lay audiences and the scientific community alike. In particular, the scientists involved in the biomedical field regularly share research and engage in discussion via Twitter. Indeed, “tweetorials” or “threads” have been used to unravel the findings of complex research papers and as such they are recognized as a valued method of scientific outreach [<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>]. Scientists can also engage in discussion via public tweets or comments, or they can share private thoughts using the direct message function [<xref ref-type="bibr" rid="B3">3</xref>]. Twitter users include Noble Prize winners, science communicators, active scientists who engage with each other, members of the public, world leaders, and celebrities, in a community of over 350 million active users [<xref ref-type="bibr" rid="B4">4</xref>]. While the exact number of academics who use Twitter is unknown, previous reports published by <italic>Nature</italic> have estimated that 13% of researchers are regular users [<xref ref-type="bibr" rid="B5">5</xref>], although estimates appear to vary greatly [<xref ref-type="bibr" rid="B6">6</xref>].</p>
<p id="p-2">Twitter has become a useful resource to conduct research and establish networks and collaborations for academics. There are multiple examples of studies using Twitter in the form of crowdsourcing [<xref ref-type="bibr" rid="B7">7</xref>–<xref ref-type="bibr" rid="B10">10</xref>], citizen science projects [<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>], and the promotion of research communication in various formats [<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>]. Twitter also gives a voice to researchers that may otherwise be excluded, and it can be the platform where issues regarding academia can be discussed such as bullying, sexism, racism, and mental health. Twitter can also be a refuge for academics to express themselves among peers and reduce the feeling of isolation that often can affect academics [<xref ref-type="bibr" rid="B15">15</xref>]. Certainly, there are plenty of hashtags (#) available to follow such as #AcademicChatter, #AcademicTwitter, #ScienceTwitter, and #EarlyCareerReseachers, where academics can join conversations specifically regarding academic life.</p>
<p id="p-3">However, Twitter can be a polarizing environment for some academics, scientists, and science communicators. This was never more evident than during the coronavirus disease 2019 (COVID-19) pandemic, where the healthcare community and world leaders effectively used Twitter to share public health information in real time [<xref ref-type="bibr" rid="B16">16</xref>], however, in almost equal measure, scientists countered disinformation regarding severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) health interventions [<xref ref-type="bibr" rid="B17">17</xref>–<xref ref-type="bibr" rid="B19">19</xref>]. Much of this misinformation and disinformation was directed by noteworthy individuals such as Donald Trump and his associates in an effort to direct the political narrative in his favor [<xref ref-type="bibr" rid="B20">20</xref>] at the expense of scientists in many cases [<xref ref-type="bibr" rid="B21">21</xref>]. Prior to the COVID-19 pandemic, Twitter was also an effective tool to communicate health information about vaccination during the H1N1 pandemic and it was used to track disease activity and public sentiments using infodemiology [<xref ref-type="bibr" rid="B22">22</xref>–<xref ref-type="bibr" rid="B24">24</xref>]. These types of activities and the ability to update the public in real time render Twitter an incredible resource to the scientific and public health community.</p>
<p id="p-4">Some of Twitter’s most turbulent times have occurred over the last year with the change of ownership of Twitter. In April 2022, Tesla and SpaceX CEO Elon Musk acquired a 9.2% stake in the company; later making an unsolicited offer to purchase the entire company for $43 billion [<xref ref-type="bibr" rid="B25">25</xref>]. A saga ensued, whereby Musk was later forced to buy Twitter after initially attempting to back out of a deal for $44 billion [<xref ref-type="bibr" rid="B26">26</xref>]. Considering Musk’s history of acquiring or founding companies focused on scientific and engineering endeavors such as Neuralink, Tesla, and SpaceX one might think scientific communication would be supported and thrive on Twitter. However, under Elon Musk’s leadership to date there has been increased antiscience rhetoric, increased misinformation, and increased hate speech on Twitter [<xref ref-type="bibr" rid="B27">27</xref>], some of it perpetuated by Musk himself [<xref ref-type="bibr" rid="B28">28</xref>]. Recently, Musk stated “My pronouns are prosecute/Fauci” in a tweet aimed at disparaging the transgender community and the Chief Medical Advisor to the President of the United States, Director of the National Institute of Allergy and Infectious Diseases (NIAID), Dr. Anthony Fauci [<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B29">29</xref>]. Musk has since tweeted inaccuracies multiple times regarding Dr. Fauci’s career, his handling of the pandemic, and his family [<xref ref-type="bibr" rid="B30">30</xref>]. On the other hand, some of the increased misinformation and anti-scientific views on Twitter have been a direct consequence of the relaxed content moderation due to Musk’s firing of staff and policy changes [<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>], particularly regarding COVID-19 [<xref ref-type="bibr" rid="B33">33</xref>]. The increased negativity on Twitter and some of the tweets perpetuated by Musk were possibly the final straw for a lot of scientists and science communicators who appear to have left or threatened to leave Twitter [<xref ref-type="bibr" rid="B3">3</xref>].</p>
<p id="p-5">Some scientists and science communicators have joined other social media platforms such as Mastodon, an open-source platform developed by Eugen Rochko. Over 100,000 new users signed up for Mastodon shortly after the sale of Twitter, which sent #TwitterMigration and #GoodbyeTwitter trending on Twitter amongst the scientific community [<xref ref-type="bibr" rid="B34">34</xref>]. By November 12th, 2022, Mastodon had gained over 1 million new users [<xref ref-type="bibr" rid="B6">6</xref>]. This migration of users was largely attributed to concerns about further misinformation and nastiness on Twitter due to Musk’s rhetoric regarding “free speech”, behavior towards scientists, lifting of bans on antiscience individuals, and removing Twitter’s COVID-19 misinformation rules [<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B34">34</xref>]. These concerns appear to have been valid as there has been a notable increase in misinformation on Twitter since Musk’s takeover and removal of the COVID-19 misinformation policy, and there has been an increase in racial slurs used on Twitter [<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B35">35</xref>]. While Musk is not the sole reason or only person responsible for these increases, his policy changes and actions while posting on Twitter enable others to engage in such activities. Other scientists and communicators decided to maintain both a Mastodon and a Twitter account, while others have decided to stay on Twitter to wait and see what happens for a variety of reasons. Some hope that the scientific discourse doesn’t deteriorate further, and that the situation may improve. Other scientists have created a large following that has taken time to cultivate that they do not want to lose so they have decided to stay. On the other hand, some have decided to reduce their activity on Twitter, but not necessarily migrate to other platforms [<xref ref-type="bibr" rid="B34">34</xref>].</p>
<p id="p-6">One thing is for sure, any loss of expertise and engagement on social media platforms such as Twitter, is a loss to both the public and scientific communities who benefit from updates on cutting-edge developments and direct access to scientists, science communicators, public health authorities, etc. online who educate the public, instill trust in the scientific community, and increase scientific literacy online [<xref ref-type="bibr" rid="B36">36</xref>]. In particular, a shortage of expertise online opens the door to the rise of Twitter bots and trolls. These are accounts run anonymously that intend to spread false information or specific agendas, which have become commonplace on social media platforms [<xref ref-type="bibr" rid="B37">37</xref>]. Furthermore, new initiatives at Twitter led to confusion surrounding account credibility. Previously, accounts with a blue check mark beside the account name were denoted as “verified accounts” owned by well-known individuals or celebrities who were “authentic, notable, and active” [<xref ref-type="bibr" rid="B38">38</xref>]. Under new rules, for $8 United State Dollar (USD) per month, anyone could get a verified account or make false accounts impersonating individuals by applying for “Twitter Blue” [<xref ref-type="bibr" rid="B39">39</xref>]. This policy was briefly ceased due to public and political concerns regarding numerous fake accounts that were established [<xref ref-type="bibr" rid="B40">40</xref>], but Twitter Blue is now again available. Verification of certain accounts can become a problem because it may appear to validate those accounts and their content, even if they happen to post misinformation [<xref ref-type="bibr" rid="B41">41</xref>]. Musk has tweeted that from April 15th, 2023, only Twitter Blue users may now vote in polls on Twitter. It is not clear whether this new policy was enacted, but any attempt to limit poll use will hinder the broader use of polls amongst scientists who conduct polls for research on Twitter [<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B42">42</xref>]. Furthermore, it was suggested that non-Twitter Blue accounts will not appear on the “For you” page, which is a Twitter page that suggests posts and accounts to view. Therefore, only paying accounts will benefit from the visibility offered by the “For you” page, hindering scientific communication and favoring the opinions of those who can afford the monthly costs. Previously, the vast majority of Twitter functions have been free to all users prior to Musk’s takeover [<xref ref-type="bibr" rid="B42">42</xref>].</p>
<p id="p-7">Musk’s role at Twitter for the foreseeable future is unclear. In a poll conducted by Musk himself, 17.5 million Twitter users voted, and it was determined that Musk should step down as Twitter CEO with 57.5% in favor <italic>versus</italic> 42.5% against [<xref ref-type="bibr" rid="B43">43</xref>]. Musk had not appointed a new CEO by March 28th, 2023, when he claimed that his “new Twitter policy is to follow the science, which necessarily includes reasoned questioning of the science” [<xref ref-type="bibr" rid="B44">44</xref>]. However, on May 12th, 2023, Musk announced on Twitter that the new CEO Linda Yaccarino would step into the role in six weeks but that Musk would “focus on new product design &amp; technology”, presumably within the company [<xref ref-type="bibr" rid="B45">45</xref>].</p>
<p id="p-8">It is unclear what the new Twitter CEO can do to improve the platform at this point and what role Musk will play in the management of Twitter going forward. Only time will tell.</p>
<p id="p-9">The question of what the current state of Twitter means for health research and scientific communication is at the tip of the thumbs of many academics. This perspective manuscript has only focused on a small fraction of controversies that have arisen since the takeover of Twitter but there are many other concerns surrounding data protection in light of the “Twitter files” saga (private files released by Twitter claiming to expose political wrongdoing at Twitter prior to Musk’s takeover) and in general the unpredictable direction of Twitter’s leadership. As Twitter reaches an inflection point with the appointment of Yaccarino as the new CEO, one thing is for certain, it is important to preserve and maintain a scientific presence on Twitter to prevent the rise of false narratives and misinformation. Certainly, initiatives such as the Digital Health and Patient Safety Platform hashtag (#DHPSP) campaign, which resulted in approximately 152 million impressions in just five weeks, have shown that Twitter campaigns led by academics and science communicators can achieve broad visibility [<xref ref-type="bibr" rid="B46">46</xref>]. Therefore, academics have the power to mobilize on large issues to spread scientific information. For scientists who decide to stay on Twitter, it is important to continue to engage in positive discussions regarding research and scientific communication with the public. As discussed, Twitter is also an invaluable data source to conduct research but not just for academics. Twitter is also used by human rights agencies during conflict [<xref ref-type="bibr" rid="B47">47</xref>]. Twitter has been used to send alerts during natural disasters and the data generated on Twitter can be used to monitor the progression of such events like forest fires [<xref ref-type="bibr" rid="B48">48</xref>–<xref ref-type="bibr" rid="B50">50</xref>]. Twitter is used by researchers and law enforcement to predict and prevent crime and analyze human behavior [<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>]. These broad examples point to Twitter’s many applications beyond simple social interaction and content generation. Therefore, it is important that academics engage and use Twitter while the platform is available. However, if Twitter should fail in the future, there is no doubt that academics will flock to other social media platforms to conduct the important work of communication and research. In the words of H. Jackson Brown Jr, “when you can’t change the direction of the wind—adjust your sails”.</p>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item>
<term>COVID-19</term>
<def>
<p>coronavirus disease 2019</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s1">
<title>Declarations</title>
<sec>
<title>Author contributions</title>
<p>RL: Conceptualization, Investigation, Writing—original draft, Writing—review &amp; editing. HPD: Writing—original draft, Writing—review &amp; editing. All authors read and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>Author Hari Prasad Devkota is an Editorial Board member of <italic>Exploration of Digital Health Technologies</italic>, but he had no involvement in the peer-review of this article and had no access to information regarding its peer-review.</p>
</sec>
<sec>
<title>Ethical approval</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Copyright</title>
<p>© The Author(s) 2023.</p>
</sec>
</sec>
<ref-list>
<ref id="B1">
<label>1</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Breu</surname>
<given-names>AC</given-names>
</name>
</person-group>
<article-title>From tweetstorm to tweetorials: threaded tweets as a tool for medical education and knowledge dissemination</article-title>
<source>Semin Nephrol</source>
<year iso-8601-date="2020">2020</year>
<volume>40</volume>
<fpage>273</fpage>
<lpage>8</lpage>
<pub-id pub-id-type="doi">10.1016/j.semnephrol.2020.04.005</pub-id><pub-id pub-id-type="pmid">32560775</pub-id></element-citation>
</ref>
<ref id="B2">
<label>2</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shiffman</surname>
<given-names>DS</given-names>
</name>
</person-group>
<article-title>Twitter as a tool for conservation education and outreach: what scientific conferences can do to promote live-tweeting</article-title>
<source>J Environ Stud Sci</source>
<year iso-8601-date="2012">2012</year>
<volume>2</volume>
<fpage>257</fpage>
<lpage>62</lpage>
<pub-id pub-id-type="doi">10.1007/s13412-012-0080-1</pub-id></element-citation>
</ref>
<ref id="B3">
<label>3</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stokel-Walker</surname>
<given-names>C</given-names>
</name>
</person-group>
<article-title>Twitter changed science — what happens now it’s in turmoil?</article-title>
<source>Nature</source>
<year iso-8601-date="2023">2023</year>
<volume>613</volume>
<fpage>19</fpage>
<lpage>21</lpage>
<pub-id pub-id-type="doi">10.1038/d41586-022-04506-6</pub-id><pub-id pub-id-type="pmid">36539613</pub-id></element-citation>
</ref>
<ref id="B4">
<label>4</label>
<element-citation publication-type="web">
<comment>Number of Twitter users worldwide from 2019 to 2024 <italic>(in millions)</italic> [Internet]. Statista; c2023 [cited 2022 Jan 18]. Available from: <uri xlink:href="https://www.statista.com/statistics/303681/twitter-users-worldwide/">https://www.statista.com/statistics/303681/twitter-users-worldwide/</uri></comment>
</element-citation>
</ref>
<ref id="B5">
<label>5</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Van</surname>
<given-names>Noorden R</given-names>
</name>
</person-group>
<article-title>Online collaboration: scientists and the social network</article-title>
<source>Nature</source>
<year iso-8601-date="2014">2014</year>
<volume>512</volume>
<fpage>126</fpage>
<lpage>9</lpage>
<comment>Erratum in: Nature. 2014;512:243.</comment>
<pub-id pub-id-type="doi">10.1038/512126a</pub-id><pub-id pub-id-type="pmid">25119221</pub-id></element-citation>
</ref>
<ref id="B6">
<label>6</label>
<element-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Bastian</surname>
<given-names>H</given-names>
</name>
</person-group>
<article-title>Mapping the Mastodon migration: is it a one-way trip or an each-way bet for science Twitter? 2022 Nov 13 [cited 2022 Dec 28]</article-title>
<comment>In: PLOS. Absolutely Maybe [Internet]. Available from: <uri xlink:href="https://absolutelymaybe.plos.org/2022/11/13/mapping-the-mastodon-migration-is-it-a-one-way-trip-or-an-each-way-bet-for-science-twitter/">https://absolutelymaybe.plos.org/2022/11/13/mapping-the-mastodon-migration-is-it-a-one-way-trip-or-an-each-way-bet-for-science-twitter/</uri></comment>
</element-citation>
</ref>
<ref id="B7">
<label>7</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mondal</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Parvanov</surname>
<given-names>ED</given-names>
</name>
<name>
<surname>Singla</surname>
<given-names>RK</given-names>
</name>
<name>
<surname>Rayan</surname>
<given-names>RA</given-names>
</name>
<name>
<surname>Nawaz</surname>
<given-names>FA</given-names>
</name>
<name>
<surname>Ritschl</surname>
<given-names>V</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Twitter-based crowdsourcing: what kind of measures can help to end the COVID-19 pandemic faster?</article-title>
<source>Front Med (Lausanne)</source>
<year iso-8601-date="2022">2022</year>
<volume>9</volume>
<elocation-id>961360</elocation-id>
<pub-id pub-id-type="doi">10.3389/fmed.2022.961360</pub-id><pub-id pub-id-type="pmid">36186802</pub-id><pub-id pub-id-type="pmcid">PMC9523003</pub-id></element-citation>
</ref>
<ref id="B8">
<label>8</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gonçalves</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Sánchez</surname>
<given-names>D</given-names>
</name>
</person-group>
<article-title>Crowdsourcing dialect characterization through Twitter</article-title>
<source>PLoS One</source>
<year iso-8601-date="2014">2014</year>
<volume>9</volume>
<elocation-id>e112074</elocation-id>
<pub-id pub-id-type="doi">10.1371/journal.pone.0112074</pub-id><pub-id pub-id-type="pmid">25409174</pub-id><pub-id pub-id-type="pmcid">PMC4237322</pub-id></element-citation>
</ref>
<ref id="B9">
<label>9</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alvaro</surname>
<given-names>N</given-names>
</name>
<name>
<surname>Conway</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Doan</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Lofi</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Overington</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Collier</surname>
<given-names>N</given-names>
</name>
</person-group>
<article-title>Crowdsourcing Twitter annotations to identify first-hand experiences of prescription drug use</article-title>
<source>J Biomed Inform</source>
<year iso-8601-date="2015">2015</year>
<volume>58</volume>
<fpage>280</fpage>
<lpage>7</lpage>
<pub-id pub-id-type="doi">10.1016/j.jbi.2015.11.004</pub-id><pub-id pub-id-type="pmid">26556646</pub-id></element-citation>
</ref>
<ref id="B10">
<label>10</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eibensteiner</surname>
<given-names>F</given-names>
</name>
<name>
<surname>Ritschl</surname>
<given-names>V</given-names>
</name>
<name>
<surname>Nawaz</surname>
<given-names>FA</given-names>
</name>
<name>
<surname>Fazel</surname>
<given-names>SS</given-names>
</name>
<name>
<surname>Tsagkaris</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Kulnik</surname>
<given-names>ST</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>People’s willingness to vaccinate against COVID-19 despite their safety concerns: Twitter poll analysis</article-title>
<source>J Med Internet Res</source>
<year iso-8601-date="2021">2021</year>
<volume>23</volume>
<elocation-id>e28973</elocation-id>
<pub-id pub-id-type="doi">10.2196/28973</pub-id><pub-id pub-id-type="pmid">33872185</pub-id><pub-id pub-id-type="pmcid">PMC8086789</pub-id></element-citation>
</ref>
<ref id="B11">
<label>11</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mazumdar</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Thakker</surname>
<given-names>D</given-names>
</name>
</person-group>
<article-title>Citizen science on Twitter: using data analytics to understand conversations and networks</article-title>
<source>Future Internet</source>
<year iso-8601-date="2020">2020</year>
<volume>12</volume>
<elocation-id>210</elocation-id>
<pub-id pub-id-type="doi">10.3390/fi12120210</pub-id></element-citation>
</ref>
<ref id="B12">
<label>12</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Daume</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Galaz</surname>
<given-names>V</given-names>
</name>
</person-group>
<article-title>“Anyone know what species this is?” – Twitter conversations as embryonic citizen science communities</article-title>
<source>PLoS One</source>
<year iso-8601-date="2016">2016</year>
<volume>11</volume>
<elocation-id>e0151387</elocation-id>
<pub-id pub-id-type="doi">10.1371/journal.pone.0151387</pub-id><pub-id pub-id-type="pmid">26967526</pub-id><pub-id pub-id-type="pmcid">PMC4788454</pub-id></element-citation>
</ref>
<ref id="B13">
<label>13</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Klar</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Krupnikov</surname>
<given-names>Y</given-names>
</name>
<name>
<surname>Ryan</surname>
<given-names>JB</given-names>
</name>
<name>
<surname>Searles</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Shmargad</surname>
<given-names>Y</given-names>
</name>
</person-group>
<article-title>Using social media to promote academic research: identifying the benefits of Twitter for sharing academic work</article-title>
<source>PLoS One</source>
<year iso-8601-date="2020">2020</year>
<volume>15</volume>
<elocation-id>e0229446</elocation-id>
<pub-id pub-id-type="doi">10.1371/journal.pone.0229446</pub-id><pub-id pub-id-type="pmid">32251463</pub-id><pub-id pub-id-type="pmcid">PMC7135289</pub-id></element-citation>
</ref>
<ref id="B14">
<label>14</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Loeb</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Taylor</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Butaney</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Byrne</surname>
<given-names>NK</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Soule</surname>
<given-names>HR</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Twitter-based prostate cancer journal club (#ProstateJC) promotes multidisciplinary global scientific discussion and research dissemination</article-title>
<source>Eur Urol</source>
<year iso-8601-date="2019">2019</year>
<volume>75</volume>
<fpage>881</fpage>
<lpage>2</lpage>
<pub-id pub-id-type="doi">10.1016/j.eururo.2019.01.025</pub-id><pub-id pub-id-type="pmid">30711329</pub-id></element-citation>
</ref>
<ref id="B15">
<label>15</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carpenter</surname>
<given-names>JP</given-names>
</name>
<name>
<surname>Krutka</surname>
<given-names>DG</given-names>
</name>
</person-group>
<article-title>How and why educators use Twitter: a survey of the field</article-title>
<source>J Res Technol Educ</source>
<year iso-8601-date="2014">2014</year>
<volume>46</volume>
<fpage>414</fpage>
<lpage>34</lpage>
<pub-id pub-id-type="doi">10.1080/15391523.2014.925701</pub-id></element-citation>
</ref>
<ref id="B16">
<label>16</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rufai</surname>
<given-names>SR</given-names>
</name>
<name>
<surname>Bunce</surname>
<given-names>C</given-names>
</name>
</person-group>
<article-title>World leaders’ usage of Twitter in response to the COVID-19 pandemic: a content analysis</article-title>
<source>J Public Health (Oxf)</source>
<year iso-8601-date="2020">2020</year>
<volume>42</volume>
<fpage>510</fpage>
<lpage>6</lpage>
<pub-id pub-id-type="doi">10.1093/pubmed/fdaa049</pub-id><pub-id pub-id-type="pmid">32309854</pub-id><pub-id pub-id-type="pmcid">PMC7188178</pub-id></element-citation>
</ref>
<ref id="B17">
<label>17</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Graham</surname>
<given-names>SS</given-names>
</name>
</person-group>
<article-title>Misinformation inoculation and literacy support tweetorials on COVID-19</article-title>
<source>J Bus Tech Commun</source>
<year iso-8601-date="2021">2021</year>
<volume>35</volume>
<fpage>7</fpage>
<lpage>14</lpage>
<pub-id pub-id-type="doi">10.1177/1050651920958505</pub-id></element-citation>
</ref>
<ref id="B18">
<label>18</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosenberg</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Syed</surname>
<given-names>S</given-names>
</name>
<name>
<surname>Rezaie</surname>
<given-names>S</given-names>
</name>
</person-group>
<article-title>The Twitter pandemic: the critical role of Twitter in the dissemination of medical information and misinformation during the COVID-19 pandemic</article-title>
<source>CJEM</source>
<year iso-8601-date="2020">2020</year>
<volume>22</volume>
<fpage>418</fpage>
<lpage>21</lpage>
<pub-id pub-id-type="doi">10.1017/cem.2020.361</pub-id><pub-id pub-id-type="pmid">32248871</pub-id><pub-id pub-id-type="pmcid">PMC7170811</pub-id></element-citation>
</ref>
<ref id="B19">
<label>19</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>KC</given-names>
</name>
<name>
<surname>Pierri</surname>
<given-names>F</given-names>
</name>
<name>
<surname>Hui</surname>
<given-names>PM</given-names>
</name>
<name>
<surname>Axelrod</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Torres-Lugo</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Bryden</surname>
<given-names>J</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>The COVID-19 infodemic: Twitter <italic>versus</italic> Facebook</article-title>
<source>Big Data Soc</source>
<year iso-8601-date="2021">2021</year>
<volume>8</volume>
<elocation-id>20539517211013861</elocation-id>
<pub-id pub-id-type="doi">10.1177/20539517211013861</pub-id></element-citation>
</ref>
<ref id="B20">
<label>20</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cervi</surname>
<given-names>L</given-names>
</name>
<name>
<surname>García</surname>
<given-names>F</given-names>
</name>
<name>
<surname>Marín-Lladó</surname>
<given-names>C</given-names>
</name>
</person-group>
<article-title>Populism, Twitter, and COVID-19: narrative, fantasies, and desires</article-title>
<source>Soc Sci</source>
<year iso-8601-date="2021">2021</year>
<volume>10</volume>
<elocation-id>294</elocation-id>
<pub-id pub-id-type="doi">10.3390/socsci10080294</pub-id></element-citation>
</ref>
<ref id="B21">
<label>21</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rao</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Morstatter</surname>
<given-names>F</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>E</given-names>
</name>
<name>
<surname>Burghardt</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Ferrara</surname>
<given-names>E</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Political partisanship and antiscience attitudes in online discussions about COVID-19: Twitter content analysis</article-title>
<source>J Med Internet Res</source>
<year iso-8601-date="2021">2021</year>
<volume>23</volume>
<elocation-id>e26692</elocation-id>
<pub-id pub-id-type="doi">10.2196/26692</pub-id><pub-id pub-id-type="pmid">34014831</pub-id><pub-id pub-id-type="pmcid">PMC8204937</pub-id></element-citation>
</ref>
<ref id="B22">
<label>22</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Signorini</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Segre</surname>
<given-names>AM</given-names>
</name>
<name>
<surname>Polgreen</surname>
<given-names>PM</given-names>
</name>
</person-group>
<article-title>The use of Twitter to track levels of disease activity and public concern in the U.S. during the influenza A H1N1 pandemic</article-title>
<source>PLoS One</source>
<year iso-8601-date="2011">2011</year>
<volume>6</volume>
<elocation-id>e19467</elocation-id>
<pub-id pub-id-type="doi">10.1371/journal.pone.0019467</pub-id><pub-id pub-id-type="pmid">21573238</pub-id><pub-id pub-id-type="pmcid">PMC3087759</pub-id></element-citation>
</ref>
<ref id="B23">
<label>23</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>McNeill</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Harris</surname>
<given-names>PR</given-names>
</name>
<name>
<surname>Briggs</surname>
<given-names>P</given-names>
</name>
</person-group>
<article-title>Twitter influence on UK vaccination and antiviral uptake during the 2009 H1N1 pandemic</article-title>
<source>Front Public Health</source>
<year iso-8601-date="2016">2016</year>
<volume>4</volume>
<elocation-id>26</elocation-id>
<pub-id pub-id-type="doi">10.3389/fpubh.2016.00026</pub-id><pub-id pub-id-type="pmid">26942174</pub-id><pub-id pub-id-type="pmcid">PMC4761868</pub-id></element-citation>
</ref>
<ref id="B24">
<label>24</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chew</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Eysenbach</surname>
<given-names>G</given-names>
</name>
</person-group>
<article-title>Pandemics in the age of Twitter: content analysis of Tweets during the 2009 H1N1 outbreak</article-title>
<source>PLoS One</source>
<year iso-8601-date="2010">2010</year>
<volume>5</volume>
<elocation-id>e14118</elocation-id>
<pub-id pub-id-type="doi">10.1371/journal.pone.0014118</pub-id><pub-id pub-id-type="pmid">21124761</pub-id><pub-id pub-id-type="pmcid">PMC2993925</pub-id></element-citation>
</ref>
<ref id="B25">
<label>25</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Stringer</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Hatmaker</surname>
<given-names>T</given-names>
</name>
</person-group>
<comment>A complete timeline of the Elon Musk-Twitter saga [Internet]. Yahoo; 2023 [cited 2022 Dec 20]. Available from: <uri xlink:href="https://techcrunch.com/2022/04/24/elon-musk-twitter-offer-timeline/?guccounter=1&amp;guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&amp;guce_referrer_sig=AQAAAHQko9XzAIu2CXFMhlzlP4TgSmdU_9gtdHaRV4OquohnJMDNmqrnRUZOo5LJJFAXZ5WHmzfQMHSukSnHWvcVruutHzr5GR-4uvFPDV0uXuLvlH5j1Dtb5s_ddMibYtVax87iDd13tD8URrreQDUTLVnO8OFCxyCIOXb9CmLw_yfu">https://techcrunch.com/2022/04/24/elon-musk-twitter-offer-timeline/?guccounter=1&amp;guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&amp;guce_referrer_sig=AQAAAHQko9XzAIu2CXFMhlzlP4TgSmdU_9gtdHaRV4OquohnJMDNmqrnRUZOo5LJJFAXZ5WHmzfQMHSukSnHWvcVruutHzr5GR-4uvFPDV0uXuLvlH5j1Dtb5s_ddMibYtVax87iDd13tD8URrreQDUTLVnO8OFCxyCIOXb9CmLw_yfu</uri></comment>
</element-citation>
</ref>
<ref id="B26">
<label>26</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Conger</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Hirsch</surname>
<given-names>L</given-names>
</name>
</person-group>
<comment>Elon Musk completes $44 billion deal to own Twitter [Internet]. The New York Times Company; 2023 [cited 2022 Dec 28]. Available from: <uri xlink:href="https://www.nytimes.com/2022/10/27/technology/elon-musk-twitter-deal-complete.html">https://www.nytimes.com/2022/10/27/technology/elon-musk-twitter-deal-complete.html</uri></comment>
</element-citation>
</ref>
<ref id="B27">
<label>27</label>
<element-citation publication-type="web">
<comment>Musk monitor: under Musk, hate speech is rising [Internet]. Medford: Tufts University; c2023 [cited 2022 Dec 28]. Available from: <uri xlink:href="https://sites.tufts.edu/digitalplanet/musk-monitor-under-musk-hate-speech-is-rising/">https://sites.tufts.edu/digitalplanet/musk-monitor-under-musk-hate-speech-is-rising/</uri></comment>
</element-citation>
</ref>
<ref id="B28">
<label>28</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>BY</given-names>
</name>
</person-group>
<comment>After Elon Musk acquisition, will #ScienceTwitter #MedTwitter move to Mastodon, other platforms? [Internet]. Forbes Media LCC.; 2023 [cited 2022 Dec 28]. Available from: <uri xlink:href="https://www.forbes.com/sites/brucelee/2022/11/06/after-elon-musk-acquisition-will-sciencetwitter-medtwitter-move-to-mastodon-other-platforms/?sh=d6f09873e317">https://www.forbes.com/sites/brucelee/2022/11/06/after-elon-musk-acquisition-will-sciencetwitter-medtwitter-move-to-mastodon-other-platforms/?sh=d6f09873e317</uri></comment>
</element-citation>
</ref>
<ref id="B29">
<label>29</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Saric</surname>
<given-names>I</given-names>
</name>
</person-group>
<comment>Lawmakers react to Musk’s call to prosecute Fauci [Internet]. Arlington: VAS Media Inc.; 2016 [cited 2022 Dec 28]. Available from: <uri xlink:href="https://www.axios.com/2022/12/11/lawmakers-ract-musk-prosecute-fauci">https://www.axios.com/2022/12/11/lawmakers-ract-musk-prosecute-fauci</uri></comment>
</element-citation>
</ref>
<ref id="B30">
<label>30</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Musk</surname>
<given-names>E</given-names>
</name>
</person-group>
<comment>[@elonmusk] (2022 Dec 28) Almost no one seems to realize that the head of bioethics at NIH – the person who is supposed to make sure that Fauci behaves ethically – is his wife [Twitter]. [cited 2023 Jan 10]. Available from: <uri xlink:href="https://twitter.com/elonmusk/status/1607989683077758977">https://twitter.com/elonmusk/status/1607989683077758977</uri></comment>
</element-citation>
</ref>
<ref id="B31">
<label>31</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Alba</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Wagner</surname>
<given-names>K</given-names>
</name>
</person-group>
<comment>Twitter cuts more staff overseeing global content moderation [Internet]. TIME USA, LLC.; 2023 [cited 2022 Jan 18]. Available from: <uri xlink:href="https://time.com/6245440/twitter-content-moderation-cuts/">https://time.com/6245440/twitter-content-moderation-cuts/</uri></comment>
</element-citation>
</ref>
<ref id="B32">
<label>32</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Waldman</surname>
<given-names>S</given-names>
</name>
</person-group>
<comment>Climate misinformation spreads on Musk’s Twitter [Internet]. POLITICO, LLC; [cited 2022 Jan 18]. Available from: <uri xlink:href="https://www.eenews.net/articles/climate-misinformation-spreads-on-musks-twitter/">https://www.eenews.net/articles/climate-misinformation-spreads-on-musks-twitter/</uri></comment>
</element-citation>
</ref>
<ref id="B33">
<label>33</label>
<element-citation publication-type="web">
<comment>COVID-19 misinformation [Internet]. X Corp.; c2023 [cited 2023 Mar 27]. Available from: <uri xlink:href="https://transparency.twitter.com/en/reports/covid19.html#2021-jul-dec">https://transparency.twitter.com/en/reports/covid19.html#2021-jul-dec</uri></comment>
</element-citation>
</ref>
<ref id="B34">
<label>34</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kupferschmidt</surname>
<given-names>K</given-names>
</name>
</person-group>
<article-title>As Musk reshapes Twitter, academics ponder taking flight</article-title>
<source>Science</source>
<year iso-8601-date="2022">2022</year>
<volume>378</volume>
<fpage>583</fpage>
<lpage>4</lpage>
<pub-id pub-id-type="doi">10.1126/science.adf7189</pub-id><pub-id pub-id-type="pmid">36356133</pub-id></element-citation>
</ref>
<ref id="B35">
<label>35</label>
<element-citation publication-type="web">
<comment>Network Contagion Research Institute. [@ncri_io] (2022 Oct 28) Evidence suggests that bad actors are trying to test the limits on @Twitter. Several posts on 4chan encourage users to amplify derogatory slurs. For example, over the last 12 hours, the use of the n-word has increased nearly 500% from the previous average [Twitter]. [cited 2023 Dec 28]. Available from: <uri xlink:href="https://twitter.com/ncri_io/status/1586007698910646272?s=20">https://twitter.com/ncri_io/status/1586007698910646272?s=20</uri></comment>
</element-citation>
</ref>
<ref id="B36">
<label>36</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sinnenberg</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Buttenheim</surname>
<given-names>AM</given-names>
</name>
<name>
<surname>Padrez</surname>
<given-names>K</given-names>
</name>
<name>
<surname>Mancheno</surname>
<given-names>C</given-names>
</name>
<name>
<surname>Ungar</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Merchant</surname>
<given-names>RM</given-names>
</name>
</person-group>
<article-title>Twitter as a tool for health research: a systematic review</article-title>
<source>Am J Public Health</source>
<year iso-8601-date="2017">2017</year>
<volume>107</volume>
<fpage>e1</fpage>
<lpage>8</lpage>
<pub-id pub-id-type="doi">10.2105/AJPH.2016.303512</pub-id><pub-id pub-id-type="pmid">27854532</pub-id><pub-id pub-id-type="pmcid">PMC5308155</pub-id></element-citation>
</ref>
<ref id="B37">
<label>37</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Broniatowski</surname>
<given-names>DA</given-names>
</name>
<name>
<surname>Jamison</surname>
<given-names>AM</given-names>
</name>
<name>
<surname>Qi</surname>
<given-names>S</given-names>
</name>
<name>
<surname>AlKulaib</surname>
<given-names>L</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>T</given-names>
</name>
<name>
<surname>Benton</surname>
<given-names>A</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Weaponized health communication: Twitter bots and Russian trolls amplify the vaccine debate</article-title>
<source>Am J Public Health</source>
<year iso-8601-date="2018">2018</year>
<volume>108</volume>
<fpage>1378</fpage>
<lpage>84</lpage>
<pub-id pub-id-type="doi">10.2105/AJPH.2018.304567</pub-id><pub-id pub-id-type="pmid">30138075</pub-id><pub-id pub-id-type="pmcid">PMC6137759</pub-id></element-citation>
</ref>
<ref id="B38">
<label>38</label>
<element-citation publication-type="web">
<comment>Legacy verification policy [Internet]. X Corp.; c2023 [cited 2023 Jan 8]. Available from: <uri xlink:href="https://help.twitter.com/en/managing-your-account/legacy-verification-policy">https://help.twitter.com/en/managing-your-account/legacy-verification-policy</uri></comment>
</element-citation>
</ref>
<ref id="B39">
<label>39</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Irving</surname>
<given-names>K</given-names>
</name>
</person-group>
<comment>What’s the future of science Twitter? [Internet]. The Scientist; 1986–2023 [cited 2023 Jan 8]. Available from: <uri xlink:href="https://www.the-scientist.com/news-opinion/what-s-the-future-of-science-twitter-70749">https://www.the-scientist.com/news-opinion/what-s-the-future-of-science-twitter-70749</uri></comment>
</element-citation>
</ref>
<ref id="B40">
<label>40</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Lerman</surname>
<given-names>R</given-names>
</name>
<name>
<surname>Zakrzewski</surname>
<given-names>C</given-names>
</name>
</person-group>
<comment>Elon Musk’s first big Twitter product paused after fake accounts spread [Internet]. The Washington Post; 1996–2023 [cited 2023 Jan 8]. Available from: <uri xlink:href="https://www.washingtonpost.com/technology/2022/11/11/twitter-fake-verified-accounts/">https://www.washingtonpost.com/technology/2022/11/11/twitter-fake-verified-accounts/</uri></comment>
</element-citation>
</ref>
<ref id="B41">
<label>41</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shahi</surname>
<given-names>GK</given-names>
</name>
<name>
<surname>Dirkson</surname>
<given-names>A</given-names>
</name>
<name>
<surname>Majchrzak</surname>
<given-names>TA</given-names>
</name>
</person-group>
<article-title>An exploratory study of COVID-19 misinformation on Twitter</article-title>
<source>Online Soc Netw Media</source>
<year iso-8601-date="2021">2021</year>
<volume>22</volume>
<elocation-id>100104</elocation-id>
<pub-id pub-id-type="doi">10.1016/j.osnem.2020.100104</pub-id><pub-id pub-id-type="pmid">33623836</pub-id><pub-id pub-id-type="pmcid">PMC7893249</pub-id></element-citation>
</ref>
<ref id="B42">
<label>42</label>
<element-citation publication-type="web">
<comment>Only verified accounts can vote in Twitter polls from April 15, says Musk [Internet]. Reuters; c2023 [cited 2023 Mar 27]. Available from: <uri xlink:href="https://www.reuters.com/technology/only-verified-accounts-can-vote-twitter-polls-april-15-says-musk-2023-03-28/?utm_medium=Social&amp;utm_source=twitter">https://www.reuters.com/technology/only-verified-accounts-can-vote-twitter-polls-april-15-says-musk-2023-03-28/?utm_medium=Social&amp;utm_source=twitter</uri></comment>
</element-citation>
</ref>
<ref id="B43">
<label>43</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Musk</surname>
<given-names>E</given-names>
</name>
</person-group>
<comment>[@elonmusk] (2022 Dec 19) Should I step down as head of Twitter? I will abide by the results of this poll [Twitter]. [cited 2023 Jan 10]. Available from: <uri xlink:href="https://twitter.com/elonmusk/status/1604617643973124097?s=20&amp;t=5_NVB56QJSJOzOSkyh-PKg">https://twitter.com/elonmusk/status/1604617643973124097?s=20&amp;t=5_NVB56QJSJOzOSkyh-PKg</uri></comment>
</element-citation>
</ref>
<ref id="B44">
<label>44</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Musk</surname>
<given-names>E</given-names>
</name>
</person-group>
<comment>[@elonmusk] (2022 Dec 29) New Twitter policy is to follow the science, which necessarily includes reasoned questioning of the science [Twitter]. [cited 2023 Jan 10]. Available from: <uri xlink:href="https://twitter.com/elonmusk/status/1608175680407191552?s=20&amp;t=5_NVB56QJSJOzOSkyh-PKg">https://twitter.com/elonmusk/status/1608175680407191552?s=20&amp;t=5_NVB56QJSJOzOSkyh-PKg</uri></comment>
</element-citation>
</ref>
<ref id="B45">
<label>45</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Cerullo</surname>
<given-names>M</given-names>
</name>
</person-group>
<comment>Linda Yaccarino to replace Elon Musk as Twitter CEO. Here’s who she is [Internet]. CBS Interactive Inc.; 2023 [cited 2023 May 17]. Available from: <uri xlink:href="https://www.cbsnews.com/news/linda-yaccarino-twitter-new-ceo-elon-musk/">https://www.cbsnews.com/news/linda-yaccarino-twitter-new-ceo-elon-musk/</uri></comment>
</element-citation>
</ref>
<ref id="B46">
<label>46</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kletecka-Pulker</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Mondal</surname>
<given-names>H</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D</given-names>
</name>
<name>
<surname>Parra</surname>
<given-names>RG</given-names>
</name>
<name>
<surname>Maigoro</surname>
<given-names>AY</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>S</given-names>
</name>
<etal>et al.</etal>
</person-group>
<article-title>Impacts of biomedical hashtag-based Twitter campaign: #DHPSP utilization for promotion of open innovation in digital health, patient safety, and personalized medicine</article-title>
<source>Curr Res Biotechnol</source>
<year iso-8601-date="2021">2021</year>
<volume>3</volume>
<fpage>146</fpage>
<lpage>53</lpage>
<pub-id pub-id-type="doi">10.1016/j.crbiot.2021.04.004</pub-id></element-citation>
</ref>
<ref id="B47">
<label>47</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Bump</surname>
<given-names>P</given-names>
</name>
</person-group>
<comment>How to turn a tweet into viable evidence of a war crime [Internet]. The Washington Post; 1996–2023 [cited 2022 Jan 18]. Available from: <uri xlink:href="https://www.washingtonpost.com/politics/2022/03/10/how-turn-tweet-into-viable-evidence-war-crime/">https://www.washingtonpost.com/politics/2022/03/10/how-turn-tweet-into-viable-evidence-war-crime/</uri></comment>
</element-citation>
</ref>
<ref id="B48">
<label>48</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Lam</surname>
<given-names>NSN</given-names>
</name>
<name>
<surname>Obradovich</surname>
<given-names>N</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>X</given-names>
</name>
</person-group>
<article-title>Are vulnerable communities digitally left behind in social responses to natural disasters? An evidence from Hurricane Sandy with Twitter data</article-title>
<source>Appl Geogr</source>
<year iso-8601-date="2019">2019</year>
<volume>108</volume>
<fpage>1</fpage>
<lpage>8</lpage>
<pub-id pub-id-type="doi">10.1016/j.apgeog.2019.05.001</pub-id></element-citation>
</ref>
<ref id="B49">
<label>49</label>
<element-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>De</surname>
<given-names>Longueville B</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>RS</given-names>
</name>
<name>
<surname>Luraschi</surname>
<given-names>G</given-names>
</name>
</person-group>
<article-title>“OMG, from here, I can see the flames!”: a use case of mining location based social networks to acquire spatio-temporal data on forest fires</article-title>
<comment>In: Proceedings of the 2009 International Workshop on Location Based Social Networks. GIS ’09: 17th SIGSPATIAL International Conference on Advances in Geographic Information Systems; 2009 Nov 3; Seattle, USA. New York: Association for Computing Machinery; 2009. pp. 73–80.</comment>
<pub-id pub-id-type="doi">10.1145/1629890.1629907</pub-id></element-citation>
</ref>
<ref id="B50">
<label>50</label>
<element-citation publication-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zamarreño-Aramendia</surname>
<given-names>G</given-names>
</name>
<name>
<surname>Cristòfol</surname>
<given-names>FJ</given-names>
</name>
<name>
<surname>de-San-Eugenio-Vela</surname>
<given-names>J</given-names>
</name>
<name>
<surname>Ginesta</surname>
<given-names>X</given-names>
</name>
</person-group>
<article-title>Social-media analysis for disaster prevention: forest fire in Artenara and Valleseco, Canary Islands</article-title>
<source>J Open Innov Technol Mark Complex</source>
<year iso-8601-date="2020">2020</year>
<volume>6</volume>
<elocation-id>169</elocation-id>
<pub-id pub-id-type="doi">10.3390/joitmc6040169</pub-id></element-citation>
</ref>
<ref id="B51">
<label>51</label>
<element-citation publication-type="web">
<person-group person-group-type="author">
<name>
<surname>Susarla</surname>
<given-names>A</given-names>
</name>
</person-group>
<comment>What we lose with demise of Twitter: a trove of important data [Internet]. United Press International, Inc.; 2023 [cited 2022 Jan 17]. Available from: <uri xlink:href="https://www.upi.com/Voices/2022/11/21/what-we-lose-Twitter-data-eyewitness-accounts/7161669036354/">https://www.upi.com/Voices/2022/11/21/what-we-lose-Twitter-data-eyewitness-accounts/7161669036354/</uri></comment>
</element-citation>
</ref>
<ref id="B52">
<label>52</label>
<element-citation publication-type="book">
<person-group person-group-type="author">
<name>
<surname>Abbass</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>Z</given-names>
</name>
<name>
<surname>Ali</surname>
<given-names>M</given-names>
</name>
<name>
<surname>Akbar</surname>
<given-names>B</given-names>
</name>
<name>
<surname>Saleem</surname>
<given-names>A</given-names>
</name>
</person-group>
<article-title>A framework to predict social crime through Twitter tweets by using machine learning</article-title>
<comment>In: 2020 IEEE 14th International Conference on Semantic Computing (ICSC). 2020 IEEE 14th International Conference on Semantic Computing (ICSC); 2020 Feb 3–5; San Diego, USA. IEEE; 2020. pp. 363–8.</comment>
<pub-id pub-id-type="doi">10.1109/ICSC.2020.00073</pub-id></element-citation>
</ref>
</ref-list>
</back>
</article>