Forecasting Zika Incidence in the 2016 Latin America Outbreak Combining Traditional Disease Surveillance with Search, Social Media, and News Report Data
Publication Date
January 13, 2017
Authors
Sarah F. Mc Gough, John S. Brownstein, Jared B. Hawkins & Mauricio Santillana
Volume
11
Issue
1
Pages
e0005295
DOI
https://dx.plos.org/10.1371/journal.pntd.0005295
Publisher URL
http://journals.plos.org/plosntds/article?id=10.1371%2Fjournal.pntd.0005295
Scopus
85012923147
Mendeley
http://www.mendeley.com/research/forecasting-zika-incidence-2016-latin-america-outbreak-combining-traditional-disease-surveillance-se
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"Forecasting Zika Incidence in the 2016 Latin America Outbreak Combining Traditional Disease Surveillance with Search, Social Media, and News Report Data", "type"=>"journal", "authors"=>[{"first_name"=>"Sarah F.", "last_name"=>"McGough", "scopus_author_id"=>"57193317668"}, {"first_name"=>"John S.", "last_name"=>"Brownstein", "scopus_author_id"=>"8872411400"}, {"first_name"=>"Jared B.", "last_name"=>"Hawkins", "scopus_author_id"=>"56640626100"}, {"first_name"=>"Mauricio", "last_name"=>"Santillana", "scopus_author_id"=>"24759290000"}], "year"=>2017, "source"=>"PLoS Neglected Tropical Diseases", "identifiers"=>{"sgr"=>"85012923147", "issn"=>"19352735", "scopus"=>"2-s2.0-85012923147", "pmid"=>"28085877", "pui"=>"614416079", "isbn"=>"10.1371/journal.pntd.0005295", "doi"=>"10.1371/journal.pntd.0005295"}, "id"=>"ab306bb2-8d32-3ab1-96c5-348af2d4a96d", "abstract"=>"BACKGROUND: Over 400,000 people across the Americas are thought to have been infected with Zika virus as a consequence of the 2015-2016 Latin American outbreak. Official government-led case count data in Latin America are typically delayed by several weeks, making it difficult to track the disease in a timely manner. Thus, timely disease tracking systems are needed to design and assess interventions to mitigate disease transmission.\\n\\nMETHODOLOGY/PRINCIPAL FINDINGS: We combined information from Zika-related Google searches, Twitter microblogs, and the HealthMap digital surveillance system with historical Zika suspected case counts to track and predict estimates of suspected weekly Zika cases during the 2015-2016 Latin American outbreak, up to three weeks ahead of the publication of official case data. We evaluated the predictive power of these data and used a dynamic multivariable approach to retrospectively produce predictions of weekly suspected cases for five countries: Colombia, El Salvador, Honduras, Venezuela, and Martinique. Models that combined Google (and Twitter data where available) with autoregressive information showed the best out-of-sample predictive accuracy for 1-week ahead predictions, whereas models that used only Google and Twitter typically performed best for 2- and 3-week ahead predictions.\\n\\nSIGNIFICANCE: Given the significant delay in the release of official government-reported Zika case counts, we show that these Internet-based data streams can be used as timely and complementary ways to assess the dynamics of the outbreak.", "link"=>"http://www.mendeley.com/research/forecasting-zika-incidence-2016-latin-america-outbreak-combining-traditional-disease-surveillance-se", "reader_count"=>76, "reader_count_by_academic_status"=>{"Unspecified"=>2, "Professor > Associate Professor"=>1, "Librarian"=>2, "Researcher"=>24, "Student > Doctoral Student"=>6, "Student > Ph. D. Student"=>12, "Student > Postgraduate"=>6, "Student > Master"=>8, "Other"=>4, "Student > Bachelor"=>5, "Lecturer"=>2, "Professor"=>4}, "reader_count_by_user_role"=>{"Unspecified"=>2, "Professor > Associate Professor"=>1, "Librarian"=>2, "Researcher"=>24, "Student > Doctoral Student"=>6, "Student > Ph. D. Student"=>12, "Student > Postgraduate"=>6, "Student > Master"=>8, "Other"=>4, "Student > Bachelor"=>5, "Lecturer"=>2, "Professor"=>4}, "reader_count_by_subject_area"=>{"Unspecified"=>5, "Agricultural and Biological Sciences"=>20, "Arts and Humanities"=>2, "Business, Management and Accounting"=>2, "Veterinary Science and Veterinary Medicine"=>2, "Chemistry"=>2, "Computer Science"=>9, "Decision Sciences"=>1, "Engineering"=>4, "Environmental Science"=>3, "Biochemistry, Genetics and Molecular Biology"=>4, "Nursing and Health Professions"=>1, "Mathematics"=>5, "Medicine and Dentistry"=>7, "Design"=>1, "Pharmacology, Toxicology and Pharmaceutical Science"=>2, "Psychology"=>1, "Social Sciences"=>4, "Immunology and Microbiology"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>7}, "Social Sciences"=>{"Social Sciences"=>4}, "Decision Sciences"=>{"Decision Sciences"=>1}, "Psychology"=>{"Psychology"=>1}, "Mathematics"=>{"Mathematics"=>5}, "Unspecified"=>{"Unspecified"=>5}, "Environmental Science"=>{"Environmental Science"=>3}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>2}, "Arts and Humanities"=>{"Arts and Humanities"=>2}, "Design"=>{"Design"=>1}, "Engineering"=>{"Engineering"=>4}, "Chemistry"=>{"Chemistry"=>2}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>20}, "Computer Science"=>{"Computer Science"=>9}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>2}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>1}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>4}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>2}}, "reader_count_by_country"=>{"Argentina"=>1, "United States"=>1, "United Kingdom"=>1}, "group_count"=>11}

CrossRef

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/85012923147"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/85012923147?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85012923147&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=85012923147&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/85012923147", "dc:identifier"=>"SCOPUS_ID:85012923147", "eid"=>"2-s2.0-85012923147", "dc:title"=>"Forecasting Zika Incidence in the 2016 Latin America Outbreak Combining Traditional Disease Surveillance with Search, Social Media, and News Report Data", "dc:creator"=>"McGough S.", "prism:publicationName"=>"PLoS Neglected Tropical Diseases", "prism:issn"=>"19352727", "prism:eIssn"=>"19352735", "prism:volume"=>"11", "prism:issueIdentifier"=>"1", "prism:pageRange"=>nil, "prism:coverDate"=>"2017-01-13", "prism:coverDisplayDate"=>"13 January 2017", "prism:doi"=>"10.1371/journal.pntd.0005295", "citedby-count"=>"65", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"Harvard T.H. Chan School of Public Health", "affiliation-city"=>"Boston", "affiliation-country"=>"United States"}, {"@_fa"=>"true", "affilname"=>"Children's Hospital Boston", "affiliation-city"=>"Boston", "affiliation-country"=>"United States"}], "pubmed-id"=>"28085877", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e0005295", "source-id"=>"11900154404", "openaccess"=>"1", "openaccessFlag"=>true}

Twitter

Counter

  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"244", "xml_views"=>"8", "html_views"=>"1952"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"107", "xml_views"=>"5", "html_views"=>"983"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"69", "xml_views"=>"0", "html_views"=>"412"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"51", "xml_views"=>"2", "html_views"=>"200"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"44", "xml_views"=>"16", "html_views"=>"174"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"29", "xml_views"=>"4", "html_views"=>"116"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"26", "xml_views"=>"1", "html_views"=>"119"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"111"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"47", "xml_views"=>"2", "html_views"=>"119"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"37", "xml_views"=>"1", "html_views"=>"146"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"116"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"124"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"73"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"28", "xml_views"=>"2", "html_views"=>"76"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"33", "xml_views"=>"1", "html_views"=>"124"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"29", "xml_views"=>"1", "html_views"=>"76"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"22", "xml_views"=>"3", "html_views"=>"85"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"32", "xml_views"=>"3", "html_views"=>"78"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"40", "xml_views"=>"2", "html_views"=>"100"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"62"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"23", "xml_views"=>"1", "html_views"=>"68"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"26", "xml_views"=>"3", "html_views"=>"77"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"49"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"49"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"47"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"24", "xml_views"=>"5", "html_views"=>"69"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"31", "xml_views"=>"0", "html_views"=>"51"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"21", "xml_views"=>"2", "html_views"=>"65"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"47"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"44"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"2", "html_views"=>"33"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"22"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"27", "xml_views"=>"0", "html_views"=>"56"}
  • {"month"=>"11", "year"=>"2019", "pdf_views"=>"23", "xml_views"=>"0", "html_views"=>"55"}
  • {"month"=>"12", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"45"}
  • {"month"=>"1", "year"=>"2020", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"42"}
  • {"month"=>"2", "year"=>"2020", "pdf_views"=>"47", "xml_views"=>"2", "html_views"=>"20"}
  • {"month"=>"3", "year"=>"2020", "pdf_views"=>"56", "xml_views"=>"1", "html_views"=>"38"}
  • {"month"=>"4", "year"=>"2020", "pdf_views"=>"116", "xml_views"=>"0", "html_views"=>"54"}
  • {"month"=>"5", "year"=>"2020", "pdf_views"=>"161", "xml_views"=>"2", "html_views"=>"45"}
  • {"month"=>"6", "year"=>"2020", "pdf_views"=>"31", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"7", "year"=>"2020", "pdf_views"=>"87", "xml_views"=>"3", "html_views"=>"95"}
  • {"month"=>"8", "year"=>"2020", "pdf_views"=>"68", "xml_views"=>"3", "html_views"=>"48"}
  • {"month"=>"9", "year"=>"2020", "pdf_views"=>"35", "xml_views"=>"2", "html_views"=>"80"}
  • {"month"=>"10", "year"=>"2020", "pdf_views"=>"33", "xml_views"=>"1", "html_views"=>"62"}
  • {"month"=>"11", "year"=>"2020", "pdf_views"=>"36", "xml_views"=>"0", "html_views"=>"74"}

PMC Usage Stats

  • {"unique-ip"=>"40", "full-text"=>"39", "pdf"=>"19", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"44", "full-text"=>"51", "pdf"=>"21", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"22", "full-text"=>"23", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"18", "full-text"=>"18", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"13", "full-text"=>"10", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"4", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"20", "full-text"=>"18", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"31", "full-text"=>"22", "pdf"=>"20", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"27", "full-text"=>"39", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"10", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"19", "full-text"=>"28", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"15", "full-text"=>"16", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"9", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"16", "full-text"=>"15", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"17", "full-text"=>"19", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"10", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"17", "full-text"=>"19", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"24", "full-text"=>"26", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"17", "full-text"=>"22", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"10", "full-text"=>"11", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"16", "full-text"=>"18", "pdf"=>"9", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"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"=>"4"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"14", "full-text"=>"13", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"12", "full-text"=>"13", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
  • {"unique-ip"=>"11", "full-text"=>"14", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"28", "full-text"=>"26", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"27", "full-text"=>"28", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"22", "full-text"=>"27", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"41", "full-text"=>"49", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
  • {"unique-ip"=>"11", "full-text"=>"12", "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"=>"14", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
Loading … Spinner
There are currently no alerts