Imitating Manual Curation of Text-Mined Facts in Biomedicine
Publication Date
September 08, 2006
Journal
PLOS Computational Biology
Authors
Raul Rodriguez Esteban, Ivan Iossifov & Andrey Rzhetsky
Volume
2
Issue
9
Pages
e118
DOI
https://dx.plos.org/10.1371/journal.pcbi.0020118
Publisher URL
http://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.0020118
PubMed
http://www.ncbi.nlm.nih.gov/pubmed/16965176
PubMed Central
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1560402
Europe PMC
http://europepmc.org/abstract/MED/16965176
Web of Science
000240867500007
Scopus
33749368010
Mendeley
http://www.mendeley.com/research/imitating-manual-curation-textmined-facts-biomedicine
Events
Loading … Spinner

CiteULike | Further Information

Mendeley | Further Information

{"title"=>"Imitating manual curation of text-mined facts in biomedicine", "type"=>"journal", "authors"=>[{"first_name"=>"Raul", "last_name"=>"Rodriguez-Esteban", "scopus_author_id"=>"14825664700"}, {"first_name"=>"Ivan", "last_name"=>"Iossifov", "scopus_author_id"=>"6507060776"}, {"first_name"=>"Andrey", "last_name"=>"Rzhetsky", "scopus_author_id"=>"35465167600"}], "year"=>2006, "source"=>"PLoS Computational Biology", "identifiers"=>{"scopus"=>"2-s2.0-33749368010", "sgr"=>"33749368010", "issn"=>"1553734X", "isbn"=>"1553-7358 (Linking)", "pmid"=>"16965176", "doi"=>"10.1371/journal.pcbi.0020118", "pui"=>"44495718"}, "id"=>"fc2b3707-76c1-3225-a25b-2a58c9e8b246", "abstract"=>"Text-mining algorithms make mistakes in extracting facts from natural-language texts. In biomedical applications, which rely on use of text-mined data, it is critical to assess the quality (the probability that the message is correctly extracted) of individual facts--to resolve data conflicts and inconsistencies. Using a large set of almost 100,000 manually produced evaluations (most facts were independently reviewed more than once, producing independent evaluations), we implemented and tested a collection of algorithms that mimic human evaluation of facts provided by an automated information-extraction system. The performance of our best automated classifiers closely approached that of our human evaluators (ROC score close to 0.95). Our hypothesis is that, were we to use a larger number of human experts to evaluate any given sentence, we could implement an artificial-intelligence curator that would perform the classification job at least as accurately as an average individual human evaluator. We illustrated our analysis by visualizing the predicted accuracy of the text-mined relations involving the term cocaine.", "link"=>"http://www.mendeley.com/research/imitating-manual-curation-textmined-facts-biomedicine", "reader_count"=>45, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>8, "Librarian"=>1, "Researcher"=>22, "Student > Ph. D. Student"=>2, "Student > Postgraduate"=>2, "Other"=>3, "Student > Master"=>3, "Student > Bachelor"=>1, "Lecturer > Senior Lecturer"=>1, "Professor"=>2}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>8, "Librarian"=>1, "Researcher"=>22, "Student > Ph. D. Student"=>2, "Student > Postgraduate"=>2, "Other"=>3, "Student > Master"=>3, "Student > Bachelor"=>1, "Lecturer > Senior Lecturer"=>1, "Professor"=>2}, "reader_count_by_subject_area"=>{"Unspecified"=>1, "Biochemistry, Genetics and Molecular Biology"=>4, "Mathematics"=>1, "Agricultural and Biological Sciences"=>16, "Medicine and Dentistry"=>7, "Veterinary Science and Veterinary Medicine"=>1, "Social Sciences"=>2, "Computer Science"=>12, "Immunology and Microbiology"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>7}, "Social Sciences"=>{"Social Sciences"=>2}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>16}, "Computer Science"=>{"Computer Science"=>12}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>4}, "Mathematics"=>{"Mathematics"=>1}, "Unspecified"=>{"Unspecified"=>1}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>1}}, "reader_count_by_country"=>{"Greece"=>1, "Colombia"=>1, "United States"=>5, "Ireland"=>1, "United Kingdom"=>2, "Australia"=>2}, "group_count"=>3}

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/33749368010"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/33749368010?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=33749368010&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=33749368010&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/33749368010", "dc:identifier"=>"SCOPUS_ID:33749368010", "eid"=>"2-s2.0-33749368010", "dc:title"=>"Imitating manual curation of text-mined facts in biomedicine", "dc:creator"=>"Rodriguez-Esteban R.", "prism:publicationName"=>"PLoS Computational Biology", "prism:issn"=>"1553734X", "prism:eIssn"=>"15537358", "prism:volume"=>"2", "prism:issueIdentifier"=>"9", "prism:pageRange"=>"1031-1044", "prism:coverDate"=>"2006-10-09", "prism:coverDisplayDate"=>"2006", "prism:doi"=>"10.1371/journal.pcbi.0020118", "citedby-count"=>"19", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"Columbia University in the City of New York", "affiliation-city"=>"New York", "affiliation-country"=>"United States"}], "pubmed-id"=>"16965176", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "source-id"=>"4000151810", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fploscompbiol%2Farticle%3Fid%3D10.1371%252Fjournal.pcbi.0020118", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}

Counter

  • {"month"=>"7", "year"=>"2006", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"9"}
  • {"month"=>"8", "year"=>"2006", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"9", "year"=>"2006", "pdf_views"=>"199", "xml_views"=>"0", "html_views"=>"368"}
  • {"month"=>"10", "year"=>"2006", "pdf_views"=>"92", "xml_views"=>"2", "html_views"=>"286"}
  • {"month"=>"11", "year"=>"2006", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"76"}
  • {"month"=>"12", "year"=>"2006", "pdf_views"=>"27", "xml_views"=>"2", "html_views"=>"72"}
  • {"month"=>"1", "year"=>"2007", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"62"}
  • {"month"=>"2", "year"=>"2007", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"24"}
  • {"month"=>"3", "year"=>"2007", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"36"}
  • {"month"=>"4", "year"=>"2007", "pdf_views"=>"4", "xml_views"=>"2", "html_views"=>"30"}
  • {"month"=>"5", "year"=>"2007", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"26"}
  • {"month"=>"6", "year"=>"2007", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"27"}
  • {"month"=>"7", "year"=>"2007", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"8", "year"=>"2007", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"34"}
  • {"month"=>"9", "year"=>"2007", "pdf_views"=>"22", "xml_views"=>"1", "html_views"=>"51"}
  • {"month"=>"10", "year"=>"2007", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"41"}
  • {"month"=>"11", "year"=>"2007", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"12", "year"=>"2007", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"1", "year"=>"2008", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"30"}
  • {"month"=>"2", "year"=>"2008", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"41"}
  • {"month"=>"3", "year"=>"2008", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"4", "year"=>"2008", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"31"}
  • {"month"=>"5", "year"=>"2008", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"64"}
  • {"month"=>"6", "year"=>"2008", "pdf_views"=>"18", "xml_views"=>"1", "html_views"=>"45"}
  • {"month"=>"7", "year"=>"2008", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"39"}
  • {"month"=>"8", "year"=>"2008", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"9", "year"=>"2008", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"20"}
  • {"month"=>"10", "year"=>"2008", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"24"}
  • {"month"=>"11", "year"=>"2008", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"12", "year"=>"2008", "pdf_views"=>"7", "xml_views"=>"3", "html_views"=>"27"}
  • {"month"=>"1", "year"=>"2009", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"24"}
  • {"month"=>"2", "year"=>"2009", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"23"}
  • {"month"=>"3", "year"=>"2009", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"4", "year"=>"2009", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"4"}
  • {"month"=>"5", "year"=>"2009", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"13"}
  • {"month"=>"6", "year"=>"2009", "pdf_views"=>"1", "xml_views"=>"2", "html_views"=>"20"}
  • {"month"=>"7", "year"=>"2009", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"8", "year"=>"2009", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"9", "year"=>"2009", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"10", "year"=>"2009", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"22"}
  • {"month"=>"11", "year"=>"2009", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"24"}
  • {"month"=>"12", "year"=>"2009", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"1", "year"=>"2010", "pdf_views"=>"7", "xml_views"=>"2", "html_views"=>"16"}
  • {"month"=>"2", "year"=>"2010", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"30"}
  • {"month"=>"3", "year"=>"2010", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"4", "year"=>"2010", "pdf_views"=>"7", "xml_views"=>"3", "html_views"=>"20"}
  • {"month"=>"5", "year"=>"2010", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"6", "year"=>"2010", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"26"}
  • {"month"=>"7", "year"=>"2010", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"8", "year"=>"2010", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"14"}
  • {"month"=>"9", "year"=>"2010", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"14"}
  • {"month"=>"10", "year"=>"2010", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"17"}
  • {"month"=>"11", "year"=>"2010", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"12", "year"=>"2010", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"1", "year"=>"2011", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"13"}
  • {"month"=>"2", "year"=>"2011", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"18"}
  • {"month"=>"3", "year"=>"2011", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"4", "year"=>"2011", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"40"}
  • {"month"=>"5", "year"=>"2011", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"3"}
  • {"month"=>"6", "year"=>"2011", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"10"}
  • {"month"=>"7", "year"=>"2011", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"14"}
  • {"month"=>"8", "year"=>"2011", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"16"}
  • {"month"=>"9", "year"=>"2011", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"16"}
  • {"month"=>"10", "year"=>"2011", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"11", "year"=>"2011", "pdf_views"=>"5", "xml_views"=>"2", "html_views"=>"47"}
  • {"month"=>"12", "year"=>"2011", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"1", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"31"}
  • {"month"=>"2", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"3", "year"=>"2012", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"4", "year"=>"2012", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"30"}
  • {"month"=>"5", "year"=>"2012", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"18"}
  • {"month"=>"6", "year"=>"2012", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"7", "year"=>"2012", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"8", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"5", "html_views"=>"12"}
  • {"month"=>"9", "year"=>"2012", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"10", "year"=>"2012", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"27"}
  • {"month"=>"11", "year"=>"2012", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"12", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"25"}
  • {"month"=>"1", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"37"}
  • {"month"=>"2", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"2", "html_views"=>"322"}
  • {"month"=>"3", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"4", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"42"}
  • {"month"=>"5", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"6", "year"=>"2013", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"38"}
  • {"month"=>"7", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"41"}
  • {"month"=>"8", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"2", "html_views"=>"89"}
  • {"month"=>"9", "year"=>"2013", "pdf_views"=>"2", "xml_views"=>"2", "html_views"=>"65"}
  • {"month"=>"10", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"31"}
  • {"month"=>"11", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"2", "html_views"=>"59"}
  • {"month"=>"12", "year"=>"2013", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"73"}
  • {"month"=>"1", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"41"}
  • {"month"=>"2", "year"=>"2014", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"35"}
  • {"month"=>"3", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"2", "html_views"=>"113"}
  • {"month"=>"4", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"3", "html_views"=>"114"}
  • {"month"=>"5", "year"=>"2014", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"92"}
  • {"month"=>"6", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"97"}
  • {"month"=>"7", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"64"}
  • {"month"=>"8", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"3", "html_views"=>"33"}
  • {"month"=>"9", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"40"}
  • {"month"=>"10", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"55"}
  • {"month"=>"11", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"49"}
  • {"month"=>"12", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"3", "html_views"=>"72"}
  • {"month"=>"1", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"39"}
  • {"month"=>"2", "year"=>"2015", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"3", "year"=>"2015", "pdf_views"=>"48", "xml_views"=>"0", "html_views"=>"14"}
  • {"month"=>"4", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"30"}
  • {"month"=>"5", "year"=>"2015", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"6", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"7", "year"=>"2015", "pdf_views"=>"33", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"8", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"9", "year"=>"2015", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"30"}
  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"56"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"19"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"23"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"7"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"7"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"14"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"2", "html_views"=>"12"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"20"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"9"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"11"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"10"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"0", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"14"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"4"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"4", "html_views"=>"0"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"0", "xml_views"=>"1", "html_views"=>"1"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"0"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"0"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"1"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"1"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"0"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"4", "html_views"=>"3"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"1"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"0"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/956845"], "description"=>"<p>The accuracy was computed by averaging over all individual specific information extraction examples manually evaluated by the human curators. The plot compactly represents both the per-relation accuracy of the extraction process (indicated with the length of the corresponding bar) and the abundance of the corresponding relations in the database (represented by the bar color). There are relations extracted with a high precision; there are also many noisy relationships. The database accuracy was markedly increased by the automated curation outlined in this study (see <a href=\"http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.0020118#pcbi-0020118-g009\" target=\"_blank\">Figure 9</a>).</p>", "links"=>[], "tags"=>["extracted", "relations", "geneways"], "article_id"=>627109, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g005", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Accuracy_of_the_Raw_Noncurated_Extracted_Relations_in_the_GeneWays_6_0_Database_/627109", "title"=>"Accuracy of the Raw (Noncurated) Extracted Relations in the GeneWays 6.0 Database", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:19:49"}
  • {"files"=>["https://ndownloader.figshare.com/files/956810"], "description"=>"<p>We show only the linear-kernel SVM and the Clustered Bayes 44 ROC curves to avoid excessive data clutter.</p>", "links"=>[], "tags"=>["curves", "classification", "methods"], "article_id"=>627078, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g004", "stats"=>{"downloads"=>2, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_ROC_Curves_for_the_Classification_Methods_Used_in_the_Present_Study_/627078", "title"=>"ROC Curves for the Classification Methods Used in the Present Study", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:18:35"}
  • {"files"=>["https://ndownloader.figshare.com/files/956882"], "description"=>"<p>The plot indicates that a significant amount of information critical for classification is encoded in pairs of weakly correlated features. The white dotted lines outline clusters of features, suggested by analysis of the annotated dataset; we used these clusters in implementation of the Clustered Bayes classifier.</p>", "links"=>[], "tags"=>["matrix", "computed", "annotated", "pairs"], "article_id"=>627144, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g007", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Comparison_of_a_Correlation_Matrix_for_the_Features_Colored_Half_of_the_Matrix_Computed_Using_Only_the_Annotated_Set_of_Data_and_a_Matrix_of_Mutual_Information_between_All_Feature_Pairs_and_the_Statement_Class_Correct_or_Incorrect_/627144", "title"=>"Comparison of a Correlation Matrix for the Features (Colored Half of the Matrix) Computed Using Only the Annotated Set of Data and a Matrix of Mutual Information between All Feature Pairs and the Statement Class (Correct or Incorrect)", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:21:28"}
  • {"files"=>["https://ndownloader.figshare.com/files/470634"], "description"=>"<div><p>Text-mining algorithms make mistakes in extracting facts from natural-language texts. In biomedical applications, which rely on use of text-mined data, it is critical to assess the quality (the probability that the message is correctly extracted) of individual facts—to resolve data conflicts and inconsistencies. Using a large set of almost 100,000 manually produced evaluations (most facts were independently reviewed more than once, producing independent evaluations), we implemented and tested a collection of algorithms that mimic human evaluation of facts provided by an automated information-extraction system. The performance of our best automated classifiers closely approached that of our human evaluators (ROC score close to 0.95). Our hypothesis is that, were we to use a larger number of human experts to evaluate any given sentence, we could implement an artificial-intelligence curator that would perform the classification job at least as accurately as an average individual human evaluator. We illustrated our analysis by visualizing the predicted accuracy of the text-mined relations involving the term <em>cocaine</em>.</p> </div>", "links"=>[], "tags"=>["imitating", "curation", "text-mined", "facts", "biomedicine"], "article_id"=>152809, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118", "stats"=>{"downloads"=>0, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/Imitating_Manual_Curation_of_Text_Mined_Facts_in_Biomedicine/152809", "title"=>"Imitating Manual Curation of Text-Mined Facts in Biomedicine", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2006-09-08 00:46:49"}
  • {"files"=>["https://ndownloader.figshare.com/files/956856"], "description"=>"<p>Ranks of All Classification Methods Used in This Study in Ten Cross-Validation Experiments</p>", "links"=>[], "tags"=>["classification", "methods", "cross-validation"], "article_id"=>627121, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g006", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Ranks_of_All_Classification_Methods_Used_in_This_Study_in_Ten_Cross_Validation_Experiments_/627121", "title"=>"Ranks of All Classification Methods Used in This Study in Ten Cross-Validation Experiments", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:20:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/956891"], "description"=>"<p>Precision is defined as\n\t\t\t\t\t\t , recall is defined as\n\t\t\t\t\t\t , and accuracy is defined as\n\t\t\t\t\t\t . The optimum accuracy was close to 88%, and attained a score threshold slightly above 0. We can improve precision at the expense of accuracy. For example, by setting the threshold score to 0.6702, we can bring the overall database precision to 95%, which would correspond to a recall of 77.91% and to an overall accuracy of 84.18%.\n\t\t\t\t\t</p>", "links"=>[], "tags"=>["maxent", "classifier", "plotted", "corresponding", "log-scores"], "article_id"=>627154, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g008", "stats"=>{"downloads"=>5, "page_views"=>49, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Values_of_Precision_Recall_and_Accuracy_of_the_MaxEnt_2_Classifier_Plotted_against_the_Corresponding_Log_Scores_Provided_by_the_Classifier_/627154", "title"=>"Values of Precision, Recall, and Accuracy of the MaxEnt 2 Classifier Plotted against the Corresponding Log-Scores Provided by the Classifier", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:22:11"}
  • {"files"=>["https://ndownloader.figshare.com/files/956797"], "description"=>"<p>We used a similar network with 68 input units (one unit per classification feature) and ten hidden-layer units.</p>", "links"=>[], "tags"=>["hypothetical", "three-layered", "feed-forward", "neural"], "article_id"=>627063, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g003", "stats"=>{"downloads"=>1, "page_views"=>15, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_A_Hypothetical_Three_Layered_Feed_Forward_Neural_Network_/627063", "title"=>"A Hypothetical Three-Layered Feed-Forward Neural Network", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:18:10"}
  • {"files"=>["https://ndownloader.figshare.com/files/956907"], "description"=>"<p>This plot represents both the per-relation accuracy after both information extraction and automated curation were done. Accuracy is indicated with the length of the relation-specific bars, while the abundance of the corresponding relations in the manually curated dataset is represented by color. Here, the MaxEnt 2 method was used for the automated curation. The results shown correspond to a score-based decision threshold set to zero; that is, all negative-score predictions were treated as “incorrect.” An increase in the score-based decision boundary can raise the precision of the output at the expense of a decrease in the recall (see <a href=\"http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.0020118#pcbi-0020118-g008\" target=\"_blank\">Figure 8</a>).</p>", "links"=>[], "tags"=>["abundance", "extracted", "curated"], "article_id"=>627167, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g009", "stats"=>{"downloads"=>1, "page_views"=>8, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Accuracy_and_Abundance_of_the_Extracted_and_Automatically_Curated_Relations_/627167", "title"=>"Accuracy and Abundance of the Extracted and Automatically Curated Relations", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:23:29"}
  • {"files"=>["https://ndownloader.figshare.com/files/956768"], "description"=>"<p>The half-matrix below the diagonal was derived from analysis of the whole GeneWays 6.0 database; the half-matrix above the diagonal represents a correlation matrix estimated from only the manually annotated dataset. The white dotted lines outline clusters of features, suggested by analysis of the annotated dataset; we used these clusters in implementation of the Clustered Bayes classifier. We used two versions of the Clustered Bayes classifier: with all 68 features (Clustered Bayes 68), and with a subset of only 44 features but a higher number of discrete values allowed for nonbinary features (Clustered Bayes 44). The Clustered Bayes 44 classifier did not use features 1, 6, 7, 8, 9, 12, 27, 28, 31, 34, 37, 40, 42, 47, 48, 49, 52, 54, 55, 60, 62, 63, and 65.</p>", "links"=>[], "tags"=>["matrix", "classification"], "article_id"=>627038, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g002", "stats"=>{"downloads"=>2, "page_views"=>51, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_The_Correlation_Matrix_for_the_Features_Used_by_the_Classification_Algorithms_/627038", "title"=>"The Correlation Matrix for the Features Used by the Classification Algorithms", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:17:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/956735"], "description"=>"<p>Each directed arc from an entity <i>A</i> to an entity <i>B</i> in this figure should be interpreted as a statement <i>“A stimulates B”,</i> where, for example, <i>A</i> is <i>cocaine</i> and <i>B</i> is <i>progesterone</i>. The predicted accuracy of individual statements is indicated both in color and in width of the corresponding arc. Note that, for example, the relation between <i>cocaine</i> and <i>progesterone</i> was derived from multiple sentences, and different instances of extraction output had markedly different accuracy. Altogether we collected 3,910 individual facts involving <i>cocaine</i>. Because the same fact can be repeated in different sentences, only 1,820 facts out of 3,910 were unique. The facts cover 80 distinct semantic relations, out of which <i>stimulate</i> is just one example.</p>", "links"=>[], "tags"=>["text-mined", "facts", "involving", "semantic"], "article_id"=>627007, "categories"=>["Biological Sciences", "Molecular Biology", "Medicine"], "users"=>["Raul Rodriguez-Esteban", "Ivan Iossifov", "Andrey Rzhetsky"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.0020118.g001", "stats"=>{"downloads"=>1, "page_views"=>12, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Cocaine_The_Predicted_Accuracy_of_Individual_Text_Mined_Facts_Involving_Semantic_Relation_Stimulate_/627007", "title"=>"<i>Cocaine: </i>The Predicted Accuracy of Individual Text-Mined Facts Involving Semantic Relation <i>Stimulate</i>", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 13:16:48"}

PMC Usage Stats | Further Information

  • {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"5", "year"=>"2010", "pdf"=>"1", "unique-ip"=>"5", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"23", "unique-ip"=>"8", "pdf"=>"9", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "year"=>"2010", "pdf"=>"0", "unique-ip"=>"5", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"0", "unique-ip"=>"1", "pdf"=>"0", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"5", "year"=>"2010", "pdf"=>"2", "unique-ip"=>"5", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"6", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"0", "unique-ip"=>"1", "pdf"=>"0", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"7", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "year"=>"2010", "pdf"=>"4", "unique-ip"=>"4", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"3", "unique-ip"=>"5", "pdf"=>"2", "year"=>"2010", "figure"=>"7", "scanned-summary"=>"0", "supp-data"=>"1"}
  • {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2010", "pdf"=>"1", "unique-ip"=>"3", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"1", "unique-ip"=>"4", "pdf"=>"2", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "year"=>"2010", "pdf"=>"1", "unique-ip"=>"5", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "unique-ip"=>"3", "pdf"=>"4", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"1"}
  • {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2011", "pdf"=>"0", "unique-ip"=>"2", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"1", "pdf"=>"0", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "year"=>"2011", "pdf"=>"1", "unique-ip"=>"1", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "unique-ip"=>"3", "pdf"=>"2", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"3", "full-text"=>"1", "year"=>"2011", "pdf"=>"0", "unique-ip"=>"4", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"7", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"3", "unique-ip"=>"4", "pdf"=>"0", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"8", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"8", "year"=>"2011", "pdf"=>"1", "unique-ip"=>"5", "figure"=>"4", "scanned-summary"=>"0", "supp-data"=>"1"}
  • {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "unique-ip"=>"1", "pdf"=>"1", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"32", "year"=>"2011", "pdf"=>"2", "unique-ip"=>"19", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"5", "unique-ip"=>"6", "pdf"=>"1", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2012", "pdf"=>"1", "unique-ip"=>"2", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "unique-ip"=>"3", "pdf"=>"1", "year"=>"2012", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"1"}
  • {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2012", "pdf"=>"2", "unique-ip"=>"1", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"2", "pdf"=>"1", "year"=>"2012", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"10", "scanned-page-browse"=>"19", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2006", "pdf"=>"0", "unique-ip"=>"1", "figure"=>"60", "scanned-summary"=>"38", "supp-data"=>"33"}
  • {"scanned-page-browse"=>"13", "month"=>"11", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "unique-ip"=>"0", "pdf"=>"0", "year"=>"2006", "figure"=>"34", "scanned-summary"=>"21", "supp-data"=>"18"}
  • {"month"=>"12", "scanned-page-browse"=>"1", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "year"=>"2006", "pdf"=>"0", "unique-ip"=>"0", "figure"=>"5", "scanned-summary"=>"4", "supp-data"=>"3"}
  • {"scanned-page-browse"=>"2", "month"=>"1", "cited-by"=>"2", "abstract"=>"0", "full-text"=>"1", "unique-ip"=>"0", "pdf"=>"2", "year"=>"2007", "figure"=>"19", "scanned-summary"=>"14", "supp-data"=>"14"}
  • {"month"=>"2", "scanned-page-browse"=>"1", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "year"=>"2007", "pdf"=>"1", "unique-ip"=>"1", "figure"=>"15", "scanned-summary"=>"12", "supp-data"=>"11"}
  • {"scanned-page-browse"=>"11", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "unique-ip"=>"0", "pdf"=>"0", "year"=>"2007", "figure"=>"29", "scanned-summary"=>"14", "supp-data"=>"16"}
  • {"month"=>"4", "scanned-page-browse"=>"7", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"8", "year"=>"2007", "pdf"=>"2", "unique-ip"=>"14", "figure"=>"50", "scanned-summary"=>"19", "supp-data"=>"21"}
  • {"scanned-page-browse"=>"10", "month"=>"5", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"5", "pdf"=>"0", "year"=>"2007", "figure"=>"32", "scanned-summary"=>"15", "supp-data"=>"14"}
  • {"month"=>"6", "scanned-page-browse"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "year"=>"2007", "pdf"=>"2", "unique-ip"=>"1", "figure"=>"15", "scanned-summary"=>"8", "supp-data"=>"6"}
  • {"scanned-page-browse"=>"0", "month"=>"7", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "unique-ip"=>"0", "pdf"=>"0", "year"=>"2007", "figure"=>"5", "scanned-summary"=>"5", "supp-data"=>"4"}
  • {"month"=>"8", "scanned-page-browse"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2007", "pdf"=>"1", "unique-ip"=>"3", "figure"=>"13", "scanned-summary"=>"5", "supp-data"=>"8"}
  • {"scanned-page-browse"=>"2", "month"=>"9", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"0", "unique-ip"=>"0", "pdf"=>"3", "year"=>"2007", "figure"=>"17", "scanned-summary"=>"11", "supp-data"=>"9"}
  • {"month"=>"10", "scanned-page-browse"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "year"=>"2007", "pdf"=>"1", "unique-ip"=>"0", "figure"=>"7", "scanned-summary"=>"4", "supp-data"=>"4"}
  • {"scanned-page-browse"=>"5", "month"=>"11", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"0", "unique-ip"=>"5", "pdf"=>"2", "year"=>"2007", "figure"=>"31", "scanned-summary"=>"17", "supp-data"=>"9"}
  • {"month"=>"12", "scanned-page-browse"=>"2", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"0", "year"=>"2007", "pdf"=>"0", "unique-ip"=>"0", "figure"=>"9", "scanned-summary"=>"7", "supp-data"=>"7"}
  • {"scanned-page-browse"=>"1", "month"=>"1", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "unique-ip"=>"0", "pdf"=>"0", "year"=>"2008", "figure"=>"6", "scanned-summary"=>"5", "supp-data"=>"5"}
  • {"month"=>"2", "scanned-page-browse"=>"5", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "year"=>"2008", "pdf"=>"0", "unique-ip"=>"1", "figure"=>"15", "scanned-summary"=>"9", "supp-data"=>"7"}
  • {"scanned-page-browse"=>"2", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "unique-ip"=>"1", "pdf"=>"0", "year"=>"2008", "figure"=>"11", "scanned-summary"=>"8", "supp-data"=>"8"}
  • {"month"=>"4", "scanned-page-browse"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "year"=>"2008", "pdf"=>"1", "unique-ip"=>"4", "figure"=>"23", "scanned-summary"=>"14", "supp-data"=>"9"}
  • {"scanned-page-browse"=>"4", "month"=>"5", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "unique-ip"=>"1", "pdf"=>"0", "year"=>"2008", "figure"=>"13", "scanned-summary"=>"7", "supp-data"=>"7"}
  • {"month"=>"6", "scanned-page-browse"=>"1", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "year"=>"2008", "pdf"=>"0", "unique-ip"=>"0", "figure"=>"3", "scanned-summary"=>"2", "supp-data"=>"2"}
  • {"scanned-page-browse"=>"2", "month"=>"7", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"0", "unique-ip"=>"4", "pdf"=>"0", "year"=>"2008", "figure"=>"12", "scanned-summary"=>"6", "supp-data"=>"3"}
  • {"month"=>"8", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "year"=>"2008", "pdf"=>"1", "unique-ip"=>"0", "figure"=>"6", "scanned-summary"=>"4", "supp-data"=>"5"}
  • {"scanned-page-browse"=>"2", "month"=>"9", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"0", "pdf"=>"1", "year"=>"2008", "figure"=>"21", "scanned-summary"=>"16", "supp-data"=>"13"}
  • {"month"=>"10", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"6", "year"=>"2008", "pdf"=>"0", "unique-ip"=>"5", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"11", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"7", "unique-ip"=>"5", "pdf"=>"2", "year"=>"2008", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"12", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "year"=>"2008", "pdf"=>"0", "unique-ip"=>"2", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"1", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"3", "unique-ip"=>"2", "pdf"=>"0", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"7", "year"=>"2009", "pdf"=>"3", "unique-ip"=>"7", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"6", "unique-ip"=>"5", "pdf"=>"1", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "year"=>"2009", "pdf"=>"2", "unique-ip"=>"5", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"4", "unique-ip"=>"4", "pdf"=>"0", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"7", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"2", "year"=>"2009", "pdf"=>"0", "unique-ip"=>"3", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"1"}
  • {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"3", "unique-ip"=>"4", "pdf"=>"0", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "year"=>"2009", "pdf"=>"2", "unique-ip"=>"5", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "unique-ip"=>"3", "pdf"=>"0", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"10", "year"=>"2009", "pdf"=>"2", "unique-ip"=>"6", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"11", "unique-ip"=>"9", "pdf"=>"0", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"1", "year"=>"2012", "pdf"=>"0", "unique-ip"=>"1", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"7"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"8"}
  • {"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"=>"2012", "month"=>"9"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2012", "month"=>"10"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
  • {"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"=>"2013", "month"=>"1"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "abstract"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"1", "abstract"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "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"=>"2013", "month"=>"6"}
  • {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"2", "full-text"=>"37", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
  • {"unique-ip"=>"10", "full-text"=>"125", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"6", "full-text"=>"74", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"unique-ip"=>"6", "full-text"=>"51", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"91", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
  • {"unique-ip"=>"5", "full-text"=>"66", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
  • {"unique-ip"=>"6", "full-text"=>"97", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
  • {"unique-ip"=>"10", "full-text"=>"41", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"5"}
  • {"unique-ip"=>"5", "full-text"=>"34", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
  • {"unique-ip"=>"8", "full-text"=>"38", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"13", "full-text"=>"24", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"16", "full-text"=>"28", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"12", "full-text"=>"25", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"9", "supp-data"=>"3", "cited-by"=>"1", "year"=>"2014", "month"=>"10"}
  • {"unique-ip"=>"8", "full-text"=>"26", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"20", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
  • {"unique-ip"=>"5", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"15", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"4", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"3", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"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"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"5", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"1", "full-text"=>"1", "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"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"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"=>"2016", "month"=>"11"}
  • {"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"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"11", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"4", "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"=>"5"}
  • {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"1", "full-text"=>"0", "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"=>"4", "full-text"=>"5", "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"=>"11", "full-text"=>"3", "pdf"=>"0", "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"=>"0", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"19", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"8", "full-text"=>"6", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"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"=>"4"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"7", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"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"=>"9"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"2", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"10", "full-text"=>"6", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"5", "full-text"=>"0", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"9", "full-text"=>"4", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}

Relative Metric

{"start_date"=>"2006-01-01T00:00:00Z", "end_date"=>"2006-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Behavior", "average_usage"=>[523, 1494, 1769, 1981, 2107, 2247, 2397, 2531, 2610, 2712, 2878, 2984, 3078, 3213, 3350, 3450, 3536, 3620, 3702, 3807, 3866, 3943, 4015, 4116, 4215, 4297, 4406, 4558, 4647, 4704, 4749, 4801, 4845, 4892, 4942, 4991, 5062, 5147, 5212, 5270, 5315, 5382, 5421, 5457, 5494, 5521, 5556, 5607, 5647, 5675, 5704, 5734, 5783, 5838, 5894, 5938, 5969, 6003, 6087, 6193, 6276, 6348, 6431, 6474, 6555, 6617, 6691, 6750, 6809, 6881, 6958, 7042, 7103, 7168, 7230, 7298, 7373, 7452, 7555, 7607, 7666, 7747, 7812, 7893, 7982, 8076, 8108, 8157, 8219, 8298, 8364, 8422, 8475, 8526, 8579, 8640, 8691, 8733]}, {"subject_area"=>"/Biology and life sciences/Neuroscience", "average_usage"=>[216, 804, 1096, 1231, 1328, 1388, 1476, 1544, 1627, 1740, 1777, 1817, 1867, 1913, 1949, 1982, 2025, 2077, 2114, 2164, 2198, 2243, 2289, 2338, 2425, 2520, 2590, 2642, 2770, 2865, 2924, 2961, 3009, 3045, 3083, 3107, 3157, 3203, 3234, 3261, 3298, 3338, 3373, 3411, 3467, 3554, 3589, 3659, 3749, 3797, 3849, 3890, 3925, 3963, 4013, 4036, 4071, 4097, 4140, 4179, 4213, 4245, 4280, 4322, 4347, 4381, 4404, 4458, 4525, 4553, 4601, 4645, 4694, 4778, 4840, 4885, 4934, 5057, 5105, 5186, 5219, 5277, 5445, 5567, 5629, 5691, 5731, 5822, 5888, 5959, 6050, 6142, 6236, 6333, 6408, 6484, 6525]}, {"subject_area"=>"/Computer and information sciences", "average_usage"=>[385, 1042, 1317, 1518, 1628, 1751, 1854, 1966, 2049, 2125, 2207, 2271, 2354, 2420, 2473, 2530, 2583, 2656, 2745, 2795, 2854, 2927, 2976, 3036, 3105, 3182, 3253, 3300, 3356, 3456, 3540, 3634, 3741, 3853, 3946, 4007, 4059, 4126, 4185, 4253, 4321, 4398, 4495, 4580, 4662, 4751, 4873, 4994, 5071, 5124, 5187, 5253, 5314, 5382, 5454, 5504, 5559, 5590, 5639, 5683, 5730, 5782, 5818, 5862, 5930, 6000, 6071, 6145, 6211, 6289, 6344, 6406, 6694, 6771, 6827, 6887, 7040, 7108, 7200, 7289, 7352, 7581, 7651, 7718, 7790, 7847, 7909, 7979, 8050, 8115, 8178, 8249, 8333, 8400, 8483, 8559, 8637, 8697]}, {"subject_area"=>"/Medicine and health sciences", "average_usage"=>[370, 1009, 1252, 1415, 1524, 1610, 1715, 1811, 1908, 1990, 2052, 2113, 2187, 2242, 2315, 2367, 2432, 2483, 2533, 2599, 2665, 2718, 2777, 2858, 2910, 2971, 3026, 3067, 3138, 3187, 3264, 3315, 3353, 3404, 3572, 3643, 3672, 3714, 3744, 3826, 3862, 3892, 3944, 4009, 4063, 4104, 4164, 4230, 4292, 4345, 4429, 4463, 4500, 4535, 4575, 4622, 4681, 4751, 4803, 4840, 4879, 4907, 4951, 4995, 5043, 5096, 5165, 5232, 5288, 5340, 5408, 5459, 5492, 5554, 5624, 5710, 5751, 5823, 5879, 5964, 6018, 6066, 6152, 6237, 6285, 6369, 6465, 6566, 6690, 6760, 6794, 6872, 6966, 7083, 7146, 7208, 7291]}, {"subject_area"=>"/Physical sciences", "average_usage"=>[236, 924, 1211, 1525, 1635, 1725, 1816, 1901, 1956, 2033, 2100, 2153, 2204, 2248, 2286, 2353, 2387, 2442, 2479, 2515, 2567, 2633, 2676, 2744, 2819, 2859, 2908, 2962, 3037, 3140, 3186, 3261, 3312, 3481, 3543, 3594, 3640, 3704, 3745, 3810, 3872, 3930, 4076, 4127, 4201, 4261, 4324, 4390, 4413, 4447, 4505, 4549, 4569, 4601, 4634, 4677, 4725, 4794, 4831, 4869, 4925, 4982, 5037, 5076, 5123, 5196, 5261, 5337, 5376, 5419, 5478, 5536, 5594, 5672, 5765, 5890, 5974, 6048, 6109, 6204, 6288, 6352, 6404, 6462, 6590, 6688, 6721, 6778, 6893, 6993, 7089, 7161, 7232, 7325, 7388, 7449, 7515]}]}
Loading … Spinner
There are currently no alerts