Diffusion of Messages from an Electronic Cigarette Brand to Potential Users through Twitter
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"Diffusion of Messages from an Electronic Cigarette Brand to Potential Users through Twitter", "type"=>"journal", "authors"=>[{"first_name"=>"Kar Hai", "last_name"=>"Chu", "scopus_author_id"=>"26031290500"}, {"first_name"=>"Jennifer B.", "last_name"=>"Unger", "scopus_author_id"=>"7203019549"}, {"first_name"=>"Jon Patrick", "last_name"=>"Allem", "scopus_author_id"=>"54976260600"}, {"first_name"=>"Monica", "last_name"=>"Pattarroyo", "scopus_author_id"=>"55246285100"}, {"first_name"=>"Daniel", "last_name"=>"Soto", "scopus_author_id"=>"16305589600"}, {"first_name"=>"Tess Boley", "last_name"=>"Cruz", "scopus_author_id"=>"7005361892"}, {"first_name"=>"Haodong", "last_name"=>"Yang", "scopus_author_id"=>"55354612300"}, {"first_name"=>"Ling", "last_name"=>"Jiang", "scopus_author_id"=>"55354504700"}, {"first_name"=>"Christopher C.", "last_name"=>"Yang", "scopus_author_id"=>"7407740308"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"84956885739", "pmid"=>"26684746", "pui"=>"608028548", "isbn"=>"1932-6203 (Electronic)\r1932-6203 (Linking)", "scopus"=>"2-s2.0-84956885739", "doi"=>"10.1371/journal.pone.0145387", "issn"=>"19326203"}, "id"=>"8feb452d-b033-34d9-af41-3e158840355b", "abstract"=>"OBJECTIVE: This study explores the presence and actions of an electronic cigarette (e-cigarette) brand, Blu, on Twitter to observe how marketing messages are sent and diffused through the retweet (i.e., message forwarding) functionality. Retweet networks enable messages to reach additional Twitter users beyond the sender's local network. We follow messages from their origin through multiple retweets to identify which messages have more reach, and the different users who are exposed. METHODS: We collected three months of publicly available data from Twitter. A combination of techniques in social network analysis and content analysis were applied to determine the various networks of users who are exposed to e-cigarette messages and how the retweet network can affect which messages spread. RESULTS: The Blu retweet network expanded during the study period. Analysis of user profiles combined with network cluster analysis showed that messages of certain topics were only circulated within a community of e-cigarette supporters, while other topics spread further, reaching more general Twitter users who may not support or use e-cigarettes. CONCLUSIONS: Retweet networks can serve as proxy filters for marketing messages, as Twitter users decide which messages they will continue to diffuse among their followers. As certain e-cigarette messages extend beyond their point of origin, the audience being exposed expands beyond the e-cigarette community. Potential implications for health education campaigns include utilizing Twitter and targeting important gatekeepers or hubs that would maximize message diffusion.", "link"=>"http://www.mendeley.com/research/diffusion-messages-electronic-cigarette-brand-potential-users-through-twitter", "reader_count"=>49, "reader_count_by_academic_status"=>{"Unspecified"=>1, "Professor > Associate Professor"=>1, "Librarian"=>2, "Student > Doctoral Student"=>2, "Researcher"=>8, "Student > Ph. D. Student"=>16, "Student > Postgraduate"=>2, "Student > Master"=>5, "Other"=>3, "Student > Bachelor"=>3, "Lecturer > Senior Lecturer"=>1, "Professor"=>5}, "reader_count_by_user_role"=>{"Unspecified"=>1, "Professor > Associate Professor"=>1, "Librarian"=>2, "Student > Doctoral Student"=>2, "Researcher"=>8, "Student > Ph. D. Student"=>16, "Student > Postgraduate"=>2, "Student > Master"=>5, "Other"=>3, "Student > Bachelor"=>3, "Lecturer > Senior Lecturer"=>1, "Professor"=>5}, "reader_count_by_subject_area"=>{"Engineering"=>1, "Unspecified"=>6, "Environmental Science"=>4, "Nursing and Health Professions"=>1, "Mathematics"=>1, "Medicine and Dentistry"=>10, "Business, Management and Accounting"=>3, "Psychology"=>10, "Social Sciences"=>8, "Computer Science"=>3, "Arts and Humanities"=>2}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>1}, "Medicine and Dentistry"=>{"Medicine and Dentistry"=>10}, "Social Sciences"=>{"Social Sciences"=>8}, "Psychology"=>{"Psychology"=>10}, "Computer Science"=>{"Computer Science"=>3}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>1}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>3}, "Mathematics"=>{"Mathematics"=>1}, "Unspecified"=>{"Unspecified"=>6}, "Environmental Science"=>{"Environmental Science"=>4}, "Arts and Humanities"=>{"Arts and Humanities"=>2}}, "reader_count_by_country"=>{"Canada"=>1, "Spain"=>1}, "group_count"=>8}

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84956885739"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84956885739?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84956885739&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84956885739&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84956885739", "dc:identifier"=>"SCOPUS_ID:84956885739", "eid"=>"2-s2.0-84956885739", "dc:title"=>"Diffusion of Messages from an Electronic Cigarette Brand to Potential Users through Twitter", "dc:creator"=>"Chu K.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"10", "prism:issueIdentifier"=>"12", "prism:pageRange"=>nil, "prism:coverDate"=>"2015-12-01", "prism:coverDisplayDate"=>"1 December 2015", "prism:doi"=>"10.1371/journal.pone.0145387", "citedby-count"=>"27", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"University of Southern California", "affiliation-city"=>"Los Angeles", "affiliation-country"=>"United States"}], "pubmed-id"=>"26684746", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e0145387", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0145387", "share_count"=>10, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>10}

Twitter

Counter

  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"51", "xml_views"=>"16", "html_views"=>"1181"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"59", "xml_views"=>"0", "html_views"=>"498"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"374"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"21", "xml_views"=>"1", "html_views"=>"141"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"140"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"23", "xml_views"=>"0", "html_views"=>"104"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"107"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"131"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"55"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"176"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"103"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"69"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"75"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"54"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"46"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"47"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"68"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"57"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"54"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"3", "html_views"=>"34"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"47"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"36"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"62"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"53"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"51"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"49"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"20"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"24"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"10", "xml_views"=>"3", "html_views"=>"15"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"19", "xml_views"=>"3", "html_views"=>"24"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"20"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"23"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"21"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"18", "xml_views"=>"2", "html_views"=>"19"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"9"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"25"}
  • {"month"=>"11", "year"=>"2019", "pdf_views"=>"30", "xml_views"=>"0", "html_views"=>"46"}
  • {"month"=>"12", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"4", "html_views"=>"7"}
  • {"month"=>"1", "year"=>"2020", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"13"}
  • {"month"=>"2", "year"=>"2020", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"10"}
  • {"month"=>"3", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"4", "year"=>"2020", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"7"}
  • {"month"=>"5", "year"=>"2020", "pdf_views"=>"19", "xml_views"=>"1", "html_views"=>"5"}
  • {"month"=>"6", "year"=>"2020", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"7", "year"=>"2020", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"8", "year"=>"2020", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"8"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/2612111"], "description"=>"<p>(A) Layer 0 (Blu) sends the original tweet. (B) This is followed by a Layer 1 user that retweets the message. (C) Finally, a Layer 2 user retweets the retweet.</p>", "links"=>[], "tags"=>["Twitter users", "network cluster analysis", "messages spread.ResultsThe Blu retweet network", "Electronic Cigarette Brand", "health education campaigns", "Twitter ObjectiveThis study", "marketing messages"], "article_id"=>1627180, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Kar-Hai Chu", "Jennifer B. Unger", "Jon-Patrick Allem", "Monica Pattarroyo", "Daniel Soto", "Tess Boley Cruz", "Haodong Yang", "Ling Jiang", "Christopher C. Yang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145387.g001", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Description_of_the_3_layer_retweet_network_/1627180", "title"=>"Description of the 3-layer retweet network.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-23 10:05:57"}
  • {"files"=>["https://ndownloader.figshare.com/files/2612112"], "description"=>"<p>The number of users found in each category in Layer 1 and Layer 2 of the retweet network.</p>", "links"=>[], "tags"=>["Twitter users", "network cluster analysis", "messages spread.ResultsThe Blu retweet network", "Electronic Cigarette Brand", "health education campaigns", "Twitter ObjectiveThis study", "marketing messages"], "article_id"=>1627181, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Kar-Hai Chu", "Jennifer B. Unger", "Jon-Patrick Allem", "Monica Pattarroyo", "Daniel Soto", "Tess Boley Cruz", "Haodong Yang", "Ling Jiang", "Christopher C. Yang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145387.g002", "stats"=>{"downloads"=>2, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_number_of_users_found_in_each_category_in_Layer_1_and_Layer_2_of_the_retweet_network_/1627181", "title"=>"The number of users found in each category in Layer 1 and Layer 2 of the retweet network.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-23 10:05:58"}
  • {"files"=>["https://ndownloader.figshare.com/files/2612113"], "description"=>"<p>In the rewteet network, the size of node corresponds to the number of retweets from this particular user and the width of link corresponds to the number of retweets made by the users of the ending node (<i>y</i>) from the users of the starting node (<i>x</i>). Red = Person-Supporter, Blue = Industry-RetailerManufacturer, Yellow = Person-BasicProfile, Cyan = Nonperson, Green = Industry-Other, White = Unknown, Purple = TobaccoControl-Research. (A) Includes users from Layer 1 (i.e., only those who retweeted messages by Blu) and (B) includes all users (i.e. Layer 1 and Layer 2).</p>", "links"=>[], "tags"=>["Twitter users", "network cluster analysis", "messages spread.ResultsThe Blu retweet network", "Electronic Cigarette Brand", "health education campaigns", "Twitter ObjectiveThis study", "marketing messages"], "article_id"=>1627182, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Kar-Hai Chu", "Jennifer B. Unger", "Jon-Patrick Allem", "Monica Pattarroyo", "Daniel Soto", "Tess Boley Cruz", "Haodong Yang", "Ling Jiang", "Christopher C. Yang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145387.g003", "stats"=>{"downloads"=>3, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_retweet_networks_of_the_data_collected_February_to_April_of_2014_/1627182", "title"=>"The retweet networks of the data collected February to April of 2014.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-12-23 10:05:57"}
  • {"files"=>["https://ndownloader.figshare.com/files/2612114"], "description"=>"<div><p>Objective</p><p>This study explores the presence and actions of an electronic cigarette (e-cigarette) brand, Blu, on Twitter to observe how marketing messages are sent and diffused through the retweet (i.e., message forwarding) functionality. Retweet networks enable messages to reach additional Twitter users beyond the sender’s local network. We follow messages from their origin through multiple retweets to identify which messages have more reach, and the different users who are exposed.</p><p>Methods</p><p>We collected three months of publicly available data from Twitter. A combination of techniques in social network analysis and content analysis were applied to determine the various networks of users who are exposed to e-cigarette messages and how the retweet network can affect which messages spread.</p><p>Results</p><p>The Blu retweet network expanded during the study period. Analysis of user profiles combined with network cluster analysis showed that messages of certain topics were only circulated within a community of e-cigarette supporters, while other topics spread further, reaching more general Twitter users who may not support or use e-cigarettes.</p><p>Conclusions</p><p>Retweet networks can serve as proxy filters for marketing messages, as Twitter users decide which messages they will continue to diffuse among their followers. As certain e-cigarette messages extend beyond their point of origin, the audience being exposed expands beyond the e-cigarette community. Potential implications for health education campaigns include utilizing Twitter and targeting important gatekeepers or hubs that would maximize message diffusion.</p></div>", "links"=>[], "tags"=>["Twitter users", "network cluster analysis", "messages spread.ResultsThe Blu retweet network", "Electronic Cigarette Brand", "health education campaigns", "Twitter ObjectiveThis study", "marketing messages"], "article_id"=>1627183, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Kar-Hai Chu", "Jennifer B. Unger", "Jon-Patrick Allem", "Monica Pattarroyo", "Daniel Soto", "Tess Boley Cruz", "Haodong Yang", "Ling Jiang", "Christopher C. Yang"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0145387", "stats"=>{"downloads"=>11, "page_views"=>15, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Diffusion_of_Messages_from_an_Electronic_Cigarette_Brand_to_Potential_Users_through_Twitter_/1627183", "title"=>"Diffusion of Messages from an Electronic Cigarette Brand to Potential Users through Twitter", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-12-23 10:05:58"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"12", "full-text"=>"13", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"15", "full-text"=>"14", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"14", "full-text"=>"20", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"18", "full-text"=>"14", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"11", "full-text"=>"13", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"26", "full-text"=>"28", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"11", "full-text"=>"9", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"9", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"9", "full-text"=>"11", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"11", "full-text"=>"13", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"12", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"9", "full-text"=>"15", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"8", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"8", "full-text"=>"10", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"4", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"16", "full-text"=>"18", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"7", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"9", "full-text"=>"12", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"18", "full-text"=>"20", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"13", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"21", "full-text"=>"23", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
  • {"unique-ip"=>"12", "full-text"=>"26", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"12", "full-text"=>"15", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"22", "full-text"=>"24", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"33", "full-text"=>"36", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}

Relative Metric

{"start_date"=>"2015-01-01T00:00:00Z", "end_date"=>"2015-12-31T00:00:00Z", "subject_areas"=>[]}
Loading … Spinner
There are currently no alerts