Emotional Dynamics in the Age of Misinformation
Publication Date
September 30, 2015
Journal
PLOS ONE
Authors
Fabiana Zollo, Petra Kralj Novak, Michela Del Vicario, Alessandro Bessi, et al
Volume
10
Issue
9
Pages
e0138740
DOI
https://dx.plos.org/10.1371/journal.pone.0138740
Publisher URL
http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0138740
PubMed
http://www.ncbi.nlm.nih.gov/pubmed/26422473
PubMed Central
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4589395
Europe PMC
http://europepmc.org/abstract/MED/26422473
Web of Science
000362175700048
Scopus
84947750648
Mendeley
http://www.mendeley.com/research/emotional-dynamics-age-misinformation
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"Emotional dynamics in the age of misinformation", "type"=>"journal", "authors"=>[{"first_name"=>"Fabiana", "last_name"=>"Zollo", "scopus_author_id"=>"49662477200"}, {"first_name"=>"Petra Kralj", "last_name"=>"Novak", "scopus_author_id"=>"26321161700"}, {"first_name"=>"Michela", "last_name"=>"Del Vicario", "scopus_author_id"=>"56436163200"}, {"first_name"=>"Alessandro", "last_name"=>"Bessi", "scopus_author_id"=>"56436782900"}, {"first_name"=>"Igor", "last_name"=>"Mozetič", "scopus_author_id"=>"6506490886"}, {"first_name"=>"Antonio", "last_name"=>"Scala", "scopus_author_id"=>"7005366961"}, {"first_name"=>"Guido", "last_name"=>"Caldarelli", "scopus_author_id"=>"55139905100"}, {"first_name"=>"Walter", "last_name"=>"Quattrociocchi", "scopus_author_id"=>"24339008300"}, {"first_name"=>"Tobias", "last_name"=>"Preis", "scopus_author_id"=>"14066361400"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"84947750648", "doi"=>"10.1371/journal.pone.0138740", "pui"=>"606955708", "pmid"=>"26422473", "scopus"=>"2-s2.0-84947750648", "issn"=>"19326203", "isbn"=>"10.1371/journal.pone.0138740", "arxiv"=>"1505.08001"}, "id"=>"c3d026c4-ed96-31a2-8fb0-61666571370f", "abstract"=>"According to the World Economic Forum, the diffusion of unsubstantiated rumors on online social media is one of the main threats for our society. The disintermediated paradigm of content production and consumption on online social media might foster the formation of homophile communities (echo-chambers) around specific worldviews. Such a scenario has been shown to be a vivid environment for the diffusion of false claims, in particular with respect to conspiracy theories. Not rarely, viral phenomena trigger naive (and funny) social responses -- e.g., the recent case of Jade Helm 15 where a simple military exercise turned out to be perceived as the beginning of the civil war in the US. In this work, we address the emotional dynamics of collective debates around distinct kind of news -- i.e., science and conspiracy news -- and inside and across their respective polarized communities (science and conspiracy news). Our findings show that comments on conspiracy posts tend to be more negative than on science posts. However, the more the engagement of users, the more they tend to negative commenting (both on science and conspiracy). Finally, zooming in at the interaction among polarized communities, we find a general negative pattern. As the number of comments increases -- i.e., the discussion becomes longer -- the sentiment of the post is more and more negative.", "link"=>"http://www.mendeley.com/research/emotional-dynamics-age-misinformation", "reader_count"=>116, "reader_count_by_academic_status"=>{"Unspecified"=>2, "Professor > Associate Professor"=>2, "Librarian"=>1, "Researcher"=>25, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>36, "Student > Postgraduate"=>3, "Other"=>5, "Student > Master"=>15, "Student > Bachelor"=>9, "Lecturer"=>5, "Lecturer > Senior Lecturer"=>2, "Professor"=>8}, "reader_count_by_user_role"=>{"Unspecified"=>2, "Professor > Associate Professor"=>2, "Librarian"=>1, "Researcher"=>25, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>36, "Student > Postgraduate"=>3, "Other"=>5, "Student > Master"=>15, "Student > Bachelor"=>9, "Lecturer"=>5, "Lecturer > Senior Lecturer"=>2, "Professor"=>8}, "reader_count_by_subject_area"=>{"Unspecified"=>12, "Agricultural and Biological Sciences"=>6, "Arts and Humanities"=>5, "Philosophy"=>1, "Business, Management and Accounting"=>7, "Veterinary Science and Veterinary Medicine"=>1, "Chemical Engineering"=>1, "Chemistry"=>1, "Computer Science"=>18, "Economics, Econometrics and Finance"=>2, "Engineering"=>1, "Environmental Science"=>2, "Biochemistry, Genetics and Molecular Biology"=>1, "Mathematics"=>5, "Medicine and Dentistry"=>3, "Physics and Astronomy"=>6, "Psychology"=>11, "Social Sciences"=>31, "Linguistics"=>2}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>3}, "Social Sciences"=>{"Social Sciences"=>31}, "Physics and Astronomy"=>{"Physics and Astronomy"=>6}, "Psychology"=>{"Psychology"=>11}, "Mathematics"=>{"Mathematics"=>5}, "Unspecified"=>{"Unspecified"=>12}, "Environmental Science"=>{"Environmental Science"=>2}, "Chemical Engineering"=>{"Chemical Engineering"=>1}, "Arts and Humanities"=>{"Arts and Humanities"=>5}, "Engineering"=>{"Engineering"=>1}, "Chemistry"=>{"Chemistry"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>6}, "Computer Science"=>{"Computer Science"=>18}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>7}, "Linguistics"=>{"Linguistics"=>2}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>1}, "Philosophy"=>{"Philosophy"=>1}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>1}}, "reader_count_by_country"=>{"Lebanon"=>1, "Canada"=>1, "Philippines"=>1, "Luxembourg"=>1, "Italy"=>2, "United Kingdom"=>1, "Slovenia"=>1, "Switzerland"=>2, "Spain"=>1}, "group_count"=>19}

CrossRef

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84947750648"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84947750648?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84947750648&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84947750648&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84947750648", "dc:identifier"=>"SCOPUS_ID:84947750648", "eid"=>"2-s2.0-84947750648", "dc:title"=>"Emotional dynamics in the age of misinformation", "dc:creator"=>"Zollo F.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"10", "prism:issueIdentifier"=>"9", "prism:pageRange"=>nil, "prism:coverDate"=>"2015-09-30", "prism:coverDisplayDate"=>"30 September 2015", "prism:doi"=>"10.1371/journal.pone.0138740", "citedby-count"=>"59", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"Institutions Markets Technologies, Lucca", "affiliation-city"=>"Lucca", "affiliation-country"=>"Italy"}], "pubmed-id"=>"26422473", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e138740", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0138740", "share_count"=>36, "like_count"=>93, "comment_count"=>30, "click_count"=>0, "total_count"=>159}

Twitter

Counter

  • {"month"=>"9", "year"=>"2015", "pdf_views"=>"21", "xml_views"=>"7", "html_views"=>"324"}
  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"279", "xml_views"=>"3", "html_views"=>"1254"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"42", "xml_views"=>"1", "html_views"=>"275"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"26", "xml_views"=>"0", "html_views"=>"144"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"49", "xml_views"=>"0", "html_views"=>"173"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"278"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"38", "xml_views"=>"0", "html_views"=>"148"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"82", "xml_views"=>"0", "html_views"=>"160"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"45", "xml_views"=>"0", "html_views"=>"97"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"72"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"81"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"101"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"99"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"42", "xml_views"=>"0", "html_views"=>"105"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"173"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"56", "xml_views"=>"0", "html_views"=>"127"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"58", "xml_views"=>"12", "html_views"=>"147"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"46", "xml_views"=>"23", "html_views"=>"165"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"46", "xml_views"=>"40", "html_views"=>"146"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"31", "xml_views"=>"30", "html_views"=>"139"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"75", "xml_views"=>"23", "html_views"=>"157"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"41", "xml_views"=>"13", "html_views"=>"120"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"49", "xml_views"=>"19", "html_views"=>"118"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"25", "xml_views"=>"31", "html_views"=>"110"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"26", "xml_views"=>"8", "html_views"=>"153"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"40", "xml_views"=>"30", "html_views"=>"117"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"45", "xml_views"=>"23", "html_views"=>"140"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"29", "xml_views"=>"30", "html_views"=>"74"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"52", "xml_views"=>"11", "html_views"=>"89"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"38", "xml_views"=>"14", "html_views"=>"66"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"26", "xml_views"=>"1", "html_views"=>"87"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"41", "xml_views"=>"0", "html_views"=>"90"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"53"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"44", "xml_views"=>"3", "html_views"=>"45"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"28", "xml_views"=>"5", "html_views"=>"45"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"33", "xml_views"=>"7", "html_views"=>"63"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"32", "xml_views"=>"4", "html_views"=>"52"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"34", "xml_views"=>"1", "html_views"=>"66"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"36", "xml_views"=>"1", "html_views"=>"78"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"28", "xml_views"=>"4", "html_views"=>"38"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"54", "xml_views"=>"2", "html_views"=>"69"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"43", "xml_views"=>"3", "html_views"=>"102"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"44", "xml_views"=>"14", "html_views"=>"83"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"46", "xml_views"=>"21", "html_views"=>"121"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"63", "xml_views"=>"3", "html_views"=>"93"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"37", "xml_views"=>"2", "html_views"=>"50"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"53", "xml_views"=>"2", "html_views"=>"69"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"63", "xml_views"=>"1", "html_views"=>"62"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"49", "xml_views"=>"2", "html_views"=>"86"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"70", "xml_views"=>"6", "html_views"=>"102"}
  • {"month"=>"11", "year"=>"2019", "pdf_views"=>"60", "xml_views"=>"17", "html_views"=>"91"}
  • {"month"=>"12", "year"=>"2019", "pdf_views"=>"57", "xml_views"=>"9", "html_views"=>"64"}
  • {"month"=>"1", "year"=>"2020", "pdf_views"=>"48", "xml_views"=>"1", "html_views"=>"76"}
  • {"month"=>"2", "year"=>"2020", "pdf_views"=>"63", "xml_views"=>"3", "html_views"=>"65"}
  • {"month"=>"3", "year"=>"2020", "pdf_views"=>"75", "xml_views"=>"0", "html_views"=>"71"}
  • {"month"=>"4", "year"=>"2020", "pdf_views"=>"76", "xml_views"=>"1", "html_views"=>"59"}
  • {"month"=>"5", "year"=>"2020", "pdf_views"=>"61", "xml_views"=>"4", "html_views"=>"55"}
  • {"month"=>"6", "year"=>"2020", "pdf_views"=>"67", "xml_views"=>"1", "html_views"=>"73"}
  • {"month"=>"7", "year"=>"2020", "pdf_views"=>"69", "xml_views"=>"0", "html_views"=>"82"}
  • {"month"=>"8", "year"=>"2020", "pdf_views"=>"50", "xml_views"=>"0", "html_views"=>"68"}
  • {"month"=>"9", "year"=>"2020", "pdf_views"=>"49", "xml_views"=>"0", "html_views"=>"81"}
  • {"month"=>"10", "year"=>"2020", "pdf_views"=>"134", "xml_views"=>"0", "html_views"=>"110"}
  • {"month"=>"11", "year"=>"2020", "pdf_views"=>"112", "xml_views"=>"2", "html_views"=>"99"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/2294277"], "description"=>"<p>Probability Density Function (PDF) of the mean sentiment of polarized users having commented at least twice, where −1 corresponds to negative sentiment, 0 to neutral and 1 to positive.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560704, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g004", "stats"=>{"downloads"=>0, "page_views"=>9, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_and_polarization_/1560704", "title"=>"Sentiment and polarization.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294278"], "description"=>"<p>Average sentiment of polarized users as a function of their number of comments. Negative (respectively, neutral, positive) sentiment is denoted by red (respectively, yellow, blue) color. The sentiment has been regressed w.r.t. the logarithm of the number of comments.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560705, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g005", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_and_commenting_activity_/1560705", "title"=>"Sentiment and commenting activity.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294279"], "description"=>"<p>Proportions of negative, neutral, and positive comments (<i>left</i>) and posts (<i>right</i>) of all the posts commented at least once by both a user polarized on science and a user polarized on conspiracy.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560706, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g006", "stats"=>{"downloads"=>2, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_between_communities_/1560706", "title"=>"Sentiment between communities.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294281"], "description"=>"<p>Aggregated sentiment of posts as a function of their number of comments. Negative (respectively, neutral, positive) sentiment is denoted by red (respectively, yellow, blue) color.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560708, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g007", "stats"=>{"downloads"=>0, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_and_discussion_/1560708", "title"=>"Sentiment and discussion.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294282"], "description"=>"<p>The number of polarized users as a function of the thresholding value <i>θ</i> on the two categories.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560709, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g008", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Polarized_users_and_activity_/1560709", "title"=>"Polarized users and activity.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294283"], "description"=>"<p>Probability Density Function (PDF) of the mean sentiment of all polarized users (top) and polarized users with at least five likes, where −1 corresponds to negative sentiment, 0 to neutral and 1 to positive.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560710, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g009", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_of_Polarized_Users_/1560710", "title"=>"Sentiment of Polarized Users.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294285"], "description"=>"<p>Average sentiment of polarized users as a function of the threshold <i>θ</i>, i.e., the engagement degree, intended as the number of likes a polarized user put in her own category.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560712, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g010", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_and_Engagement_/1560712", "title"=>"Sentiment and Engagement.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294286"], "description"=>"<p>The results for an average sentiment classifier are from 10-fold cross-validation, with 95% confidence interval.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560713, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t001", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Comparison_of_the_inter_annotator_agreement_and_classifier_performance_over_three_evaluation_measures_/1560713", "title"=>"Comparison of the inter-annotator agreement and classifier performance over three evaluation measures.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294287"], "description"=>"<p>Mean sentiment of all users and polarized users having commented at least twice.</p><p>Sentiment and polarized users.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560714, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t002", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_and_polarized_users_/1560714", "title"=>"Sentiment and polarized users.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294288"], "description"=>"<p>Breakdown of the Facebook dataset.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560715, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t003", "stats"=>{"downloads"=>2, "page_views"=>23, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Breakdown_of_the_Facebook_dataset_/1560715", "title"=>"Breakdown of the Facebook dataset.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294289"], "description"=>"<p>An element 〈<i>x</i>, <i>y</i>〉 denotes the number of examples from the actual class <i>x</i>, predicted as class <i>y</i>.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560716, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t004", "stats"=>{"downloads"=>9, "page_views"=>106, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_generic_3_215_3_coincidence_matrix_confusion_matrix_/1560716", "title"=>"A generic 3 × 3 coincidence matrix/confusion matrix.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294290"], "description"=>"<p>A coincidence matrix for the inter-annotator agreement, excluding self-agreement.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560717, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t005", "stats"=>{"downloads"=>7, "page_views"=>54, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_coincidence_matrix_for_the_inter_annotator_agreement_excluding_self_agreement_/1560717", "title"=>"A coincidence matrix for the inter-annotator agreement, excluding self-agreement.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294292"], "description"=>"<p>A coincidence matrix for the annotators’ self-agreement.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560718, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t006", "stats"=>{"downloads"=>10, "page_views"=>18, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_coincidence_matrix_for_the_annotators_8217_self_agreement_/1560718", "title"=>"A coincidence matrix for the annotators’ self-agreement.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294293"], "description"=>"<p>Comparison of the inter-annotator and self-agreement over four evaluation measures.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560720, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t007", "stats"=>{"downloads"=>2, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Comparison_of_the_inter_annotator_and_self_agreement_over_four_evaluation_measures_/1560720", "title"=>"Comparison of the inter-annotator and self-agreement over four evaluation measures.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294294"], "description"=>"<p>A confusion matrix of the sentiment classifier on the test set.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560721, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t008", "stats"=>{"downloads"=>10, "page_views"=>9, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_confusion_matrix_of_the_sentiment_classifier_on_the_test_set_/1560721", "title"=>"A confusion matrix of the sentiment classifier on the test set.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294295"], "description"=>"<p>A confusion matrix of sentiment classifiers on the 10-fold cross-validated complete training set.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560722, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t009", "stats"=>{"downloads"=>9, "page_views"=>20, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_confusion_matrix_of_sentiment_classifiers_on_the_10_fold_cross_validated_complete_training_set_/1560722", "title"=>"A confusion matrix of sentiment classifiers on the 10-fold cross-validated complete training set.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294296"], "description"=>"<p>List of Facebook pages diffusing main stream scientific news and their url.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560723, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t010", "stats"=>{"downloads"=>11, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Scientific_news_sources_/1560723", "title"=>"Scientific news sources.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294297"], "description"=>"<p>List of Facebook pages diffusing conspiracy news and their url.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560724, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.t011", "stats"=>{"downloads"=>1, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Conspiracy_news_sources_/1560724", "title"=>"Conspiracy news sources.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294272"], "description"=>"<p>Sentiment distribution over the entire set of one million comments.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560699, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g001", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_distribution_over_the_entire_set_of_one_million_comments_/1560699", "title"=>"Sentiment distribution over the entire set of one million comments.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294273"], "description"=>"<p>Proportions of negative, neutral and positive comments (<i>left</i>), posts (<i>center</i>), and users (<i>right</i>) both on science and conspiracy pages.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560700, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g002", "stats"=>{"downloads"=>1, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_on_science_and_conspiracy_pages_/1560700", "title"=>"Sentiment on science and conspiracy pages.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}
  • {"files"=>["https://ndownloader.figshare.com/files/2294275"], "description"=>"<p>Aggregated sentiment of posts as a function of their number of comments, likes, and shares, both for science (<i>left</i>) and conspiracy (<i>right</i>). Negative (respectively, neutral, positive) sentiment is denoted by red (respectively, yellow, blue) color. The sentiment has been regressed w.r.t. the logarithm of the number of comments/likes/shares.</p>", "links"=>[], "tags"=>["comment", "content production", "conspiracy posts", "Jade Helm 15", "kind", "sentiment", "Emotional Dynamics", "diffusion", "world economic forum", "science posts", "disintermediated paradigm"], "article_id"=>1560702, "categories"=>["Uncategorised"], "users"=>["Fabiana Zollo", "Petra Kralj Novak", "Michela Del Vicario", "Alessandro Bessi", "Igor Mozetič", "Antonio Scala", "Guido Caldarelli", "Walter Quattrociocchi"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0138740.g003", "stats"=>{"downloads"=>2, "page_views"=>17, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sentiment_and_post_consumption_/1560702", "title"=>"Sentiment and post consumption.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-09-30 03:32:40"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"16", "full-text"=>"16", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"25", "full-text"=>"23", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"21", "full-text"=>"11", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"11", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"17", "full-text"=>"3", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"13", "full-text"=>"15", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"12", "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"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"13", "full-text"=>"13", "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"=>"10", "full-text"=>"9", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"8", "full-text"=>"12", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"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"=>"12"}
  • {"unique-ip"=>"10", "full-text"=>"6", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"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"=>"2018", "month"=>"2"}
  • {"unique-ip"=>"17", "full-text"=>"11", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"18", "full-text"=>"10", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"6", "full-text"=>"2", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "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"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"19", "full-text"=>"9", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"18", "full-text"=>"16", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"18", "full-text"=>"21", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"13", "full-text"=>"13", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"18", "full-text"=>"23", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"18", "full-text"=>"17", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"15", "full-text"=>"14", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2019", "month"=>"12"}
  • {"unique-ip"=>"56", "full-text"=>"66", "pdf"=>"9", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"58", "full-text"=>"77", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"94", "full-text"=>"108", "pdf"=>"18", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"57", "full-text"=>"70", "pdf"=>"13", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"42", "full-text"=>"44", "pdf"=>"9", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
  • {"unique-ip"=>"10", "full-text"=>"7", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
  • {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"16", "full-text"=>"14", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
  • {"unique-ip"=>"20", "full-text"=>"15", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}

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