Improved Disorder Prediction by Combination of Orthogonal Approaches
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"Improved disorder prediction by combination of orthogonal approaches", "type"=>"journal", "authors"=>[{"first_name"=>"Avner", "last_name"=>"Schlessinger", "scopus_author_id"=>"8691644900"}, {"first_name"=>"Marco", "last_name"=>"Punta", "scopus_author_id"=>"8601418300"}, {"first_name"=>"Guy", "last_name"=>"Yachdav", "scopus_author_id"=>"12777836300"}, {"first_name"=>"Laszlo", "last_name"=>"Kajan", "scopus_author_id"=>"55885724400"}, {"first_name"=>"Burkhard", "last_name"=>"Rost", "scopus_author_id"=>"55251517100"}], "year"=>2009, "source"=>"PLoS ONE", "identifiers"=>{"pmid"=>"19209228", "issn"=>"19326203", "doi"=>"10.1371/journal.pone.0004433", "pui"=>"354233138", "isbn"=>"1932-6203 (ELECTRONIC)", "scopus"=>"2-s2.0-84885949386", "sgr"=>"84885949386"}, "id"=>"229a6464-97f7-35cc-b278-648f018fb939", "abstract"=>"UNLABELLED: Disordered proteins are highly abundant in regulatory processes such as transcription and cell-signaling. Different methods have been developed to predict protein disorder often focusing on different types of disordered regions. Here, we present MD, a novel META-Disorder prediction method that molds various sources of information predominantly obtained from orthogonal prediction methods, to significantly improve in performance over its constituents. In sustained cross-validation, MD not only outperforms its origins, but it also compares favorably to other state-of-the-art prediction methods in a variety of tests that we applied. AVAILABILITY: http://www.rostlab.org/services/md/", "link"=>"http://www.mendeley.com/research/improved-disorder-prediction-combination-orthogonal-approaches", "reader_count"=>74, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>4, "Researcher"=>18, "Student > Doctoral Student"=>2, "Student > Ph. D. Student"=>23, "Student > Postgraduate"=>2, "Student > Master"=>10, "Other"=>4, "Student > Bachelor"=>5, "Lecturer"=>1, "Professor"=>5}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>4, "Researcher"=>18, "Student > Doctoral Student"=>2, "Student > Ph. D. Student"=>23, "Student > Postgraduate"=>2, "Student > Master"=>10, "Other"=>4, "Student > Bachelor"=>5, "Lecturer"=>1, "Professor"=>5}, "reader_count_by_subject_area"=>{"Engineering"=>1, "Environmental Science"=>2, "Biochemistry, Genetics and Molecular Biology"=>16, "Mathematics"=>2, "Agricultural and Biological Sciences"=>41, "Arts and Humanities"=>1, "Pharmacology, Toxicology and Pharmaceutical Science"=>1, "Chemistry"=>3, "Computer Science"=>7}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>1}, "Chemistry"=>{"Chemistry"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>41}, "Computer Science"=>{"Computer Science"=>7}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>16}, "Mathematics"=>{"Mathematics"=>2}, "Environmental Science"=>{"Environmental Science"=>2}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>1}, "Arts and Humanities"=>{"Arts and Humanities"=>1}}, "reader_count_by_country"=>{"Canada"=>3, "United States"=>2, "Mexico"=>1, "Germany"=>3}, "group_count"=>7}

CrossRef

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84885949386"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84885949386?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84885949386&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84885949386&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84885949386", "dc:identifier"=>"SCOPUS_ID:84885949386", "eid"=>"2-s2.0-84885949386", "dc:title"=>"Improved disorder prediction by combination of orthogonal approaches", "dc:creator"=>"Schlessinger A.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"4", "prism:issueIdentifier"=>"2", "prism:pageRange"=>nil, "prism:coverDate"=>"2009-02-11", "prism:coverDisplayDate"=>"11 February 2009", "prism:doi"=>"10.1371/journal.pone.0004433", "citedby-count"=>"138", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"California Institute for Quantitative Biosciences", "affiliation-city"=>"Berkeley", "affiliation-country"=>"United States"}, {"@_fa"=>"true", "affilname"=>"Columbia University in the City of New York", "affiliation-city"=>"New York", "affiliation-country"=>"United States"}], "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e4433", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0004433", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}

Counter

  • {"month"=>"2", "year"=>"2009", "pdf_views"=>"42", "xml_views"=>"0", "html_views"=>"195"}
  • {"month"=>"3", "year"=>"2009", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"71"}
  • {"month"=>"4", "year"=>"2009", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"27"}
  • {"month"=>"5", "year"=>"2009", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"6", "year"=>"2009", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"20"}
  • {"month"=>"7", "year"=>"2009", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"35"}
  • {"month"=>"8", "year"=>"2009", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"31"}
  • {"month"=>"9", "year"=>"2009", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"20"}
  • {"month"=>"10", "year"=>"2009", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"24"}
  • {"month"=>"11", "year"=>"2009", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"12", "year"=>"2009", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"22"}
  • {"month"=>"1", "year"=>"2010", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"26"}
  • {"month"=>"2", "year"=>"2010", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"64"}
  • {"month"=>"3", "year"=>"2010", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"37"}
  • {"month"=>"4", "year"=>"2010", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"52"}
  • {"month"=>"5", "year"=>"2010", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"46"}
  • {"month"=>"6", "year"=>"2010", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"34"}
  • {"month"=>"7", "year"=>"2010", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"23"}
  • {"month"=>"8", "year"=>"2010", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"22"}
  • {"month"=>"9", "year"=>"2010", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"35"}
  • {"month"=>"10", "year"=>"2010", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"29"}
  • {"month"=>"11", "year"=>"2010", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"44"}
  • {"month"=>"12", "year"=>"2010", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"24"}
  • {"month"=>"1", "year"=>"2011", "pdf_views"=>"7", "xml_views"=>"2", "html_views"=>"30"}
  • {"month"=>"2", "year"=>"2011", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"29"}
  • {"month"=>"3", "year"=>"2011", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"4", "year"=>"2011", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"33"}
  • {"month"=>"5", "year"=>"2011", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"36"}
  • {"month"=>"6", "year"=>"2011", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"27"}
  • {"month"=>"7", "year"=>"2011", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"8", "year"=>"2011", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"43"}
  • {"month"=>"9", "year"=>"2011", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"35"}
  • {"month"=>"10", "year"=>"2011", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"40"}
  • {"month"=>"11", "year"=>"2011", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"31"}
  • {"month"=>"12", "year"=>"2011", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"23"}
  • {"month"=>"1", "year"=>"2012", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"44"}
  • {"month"=>"2", "year"=>"2012", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"28"}
  • {"month"=>"3", "year"=>"2012", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"39"}
  • {"month"=>"4", "year"=>"2012", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"34"}
  • {"month"=>"5", "year"=>"2012", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"27"}
  • {"month"=>"6", "year"=>"2012", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"47"}
  • {"month"=>"7", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"38"}
  • {"month"=>"8", "year"=>"2012", "pdf_views"=>"6", "xml_views"=>"5", "html_views"=>"31"}
  • {"month"=>"9", "year"=>"2012", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"10", "year"=>"2012", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"36"}
  • {"month"=>"11", "year"=>"2012", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"12", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"39"}
  • {"month"=>"1", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"47"}
  • {"month"=>"2", "year"=>"2013", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"35"}
  • {"month"=>"3", "year"=>"2013", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"44"}
  • {"month"=>"4", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"45"}
  • {"month"=>"5", "year"=>"2013", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"48"}
  • {"month"=>"6", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"7", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"8", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"17"}
  • {"month"=>"9", "year"=>"2013", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"52"}
  • {"month"=>"10", "year"=>"2013", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"31"}
  • {"month"=>"11", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"28"}
  • {"month"=>"12", "year"=>"2013", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"36"}
  • {"month"=>"1", "year"=>"2014", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"25"}
  • {"month"=>"2", "year"=>"2014", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"27"}
  • {"month"=>"3", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"2", "html_views"=>"31"}
  • {"month"=>"4", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"32"}
  • {"month"=>"5", "year"=>"2014", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"22"}
  • {"month"=>"6", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"23"}
  • {"month"=>"7", "year"=>"2014", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"19"}
  • {"month"=>"8", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"16"}
  • {"month"=>"9", "year"=>"2014", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"16"}
  • {"month"=>"10", "year"=>"2014", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"28"}
  • {"month"=>"11", "year"=>"2014", "pdf_views"=>"5", "xml_views"=>"2", "html_views"=>"19"}
  • {"month"=>"12", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"32"}
  • {"month"=>"1", "year"=>"2015", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"37"}
  • {"month"=>"2", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"20"}
  • {"month"=>"3", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"25"}
  • {"month"=>"4", "year"=>"2015", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"25"}
  • {"month"=>"5", "year"=>"2015", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"38"}
  • {"month"=>"6", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"18"}
  • {"month"=>"7", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"21"}
  • {"month"=>"8", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"20"}
  • {"month"=>"9", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"34"}
  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"44"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"77"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"68"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"48"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"45"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"55"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"25"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"37"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"75"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"52"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"61"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"52"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"0", "xml_views"=>"1", "html_views"=>"55"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"60"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"55"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"44"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"35"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"27"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"34"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"32"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"2", "html_views"=>"31"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"36"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"1", "html_views"=>"25"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"28"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"6"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"10"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"14"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"3", "html_views"=>"10"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"2", "xml_views"=>"1", "html_views"=>"4"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"10"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"17"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"22"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"7"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"3"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"7"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"7"}
  • {"month"=>"11", "year"=>"2019", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"4"}
  • {"month"=>"12", "year"=>"2019", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"6"}
  • {"month"=>"1", "year"=>"2020", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"13"}
  • {"month"=>"2", "year"=>"2020", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"8"}
  • {"month"=>"3", "year"=>"2020", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"2"}
  • {"month"=>"4", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"15"}
  • {"month"=>"5", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"14"}
  • {"month"=>"6", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"12"}
  • {"month"=>"7", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"5"}
  • {"month"=>"8", "year"=>"2020", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"15"}
  • {"month"=>"9", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"12"}
  • {"month"=>"10", "year"=>"2020", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"11"}
  • {"month"=>"11", "year"=>"2020", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"6"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/450120", "https://ndownloader.figshare.com/files/450151", "https://ndownloader.figshare.com/files/450178", "https://ndownloader.figshare.com/files/450207", "https://ndownloader.figshare.com/files/450234"], "description"=>"<div><p>Disordered proteins are highly abundant in regulatory processes such as transcription and cell-signaling. Different methods have been developed to predict protein disorder often focusing on different <em>types</em> of disordered regions. Here, we present MD, a novel META-Disorder prediction method that molds various sources of information predominantly obtained from orthogonal prediction methods, to significantly improve in performance over its constituents. In sustained cross-validation, MD not only outperforms its origins, but it also compares favorably to other state-of-the-art prediction methods in a variety of tests that we applied. Availability: <a href=\"http://www.rostlab.org/services/md/\">http://www.rostlab.org/services/md/</a></p></div>", "links"=>[], "tags"=>["orthogonal", "approaches"], "article_id"=>148720, "categories"=>["Biological Sciences", "Medicine", "Biophysics"], "users"=>["Avner Schlessinger", "Marco Punta", "Guy Yachdav", "László Kaján", "Burkhard Rost"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0004433.s001", "https://dx.doi.org/10.1371/journal.pone.0004433.s002", "https://dx.doi.org/10.1371/journal.pone.0004433.s003", "https://dx.doi.org/10.1371/journal.pone.0004433.s004", "https://dx.doi.org/10.1371/journal.pone.0004433.s005"], "stats"=>{"downloads"=>3, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/Improved_Disorder_Prediction_by_Combination_of_Orthogonal_Approaches/148720", "title"=>"Improved Disorder Prediction by Combination of Orthogonal Approaches", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2009-02-11 02:25:20"}
  • {"files"=>["https://ndownloader.figshare.com/files/909953"], "description"=>"<p>Predicting disorder and other sequence features using the MD server through the PredictProtein web-interface for protein sequence analysis (<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#s3\" target=\"_blank\">Methods</a>) <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#pone.0004433-Rost6\" target=\"_blank\">[75]</a>, <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#pone.0004433-Rost7\" target=\"_blank\">[76]</a>. (A) NORSnet and Ucon predict some signal for the presence of disordered region in the C-terminal domain of T-cell surface glycoprotein CD3 gamma chain (DP00508) <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#pone.0004433-Sigalov1\" target=\"_blank\">[77]</a>, while MD correctly predicts the whole domain to be disordered. (B) Similar results were obtained for the C-terminal domain of <i>E. Coli</i> Alkylmercury Lyase (DP00575) <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#pone.0004433-DiLello1\" target=\"_blank\">[78]</a>. (C) The signaling molecule Nogo-B (DP00524) <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#pone.0004433-Li1\" target=\"_blank\">[79]</a> contains disordered N-terminal, which was captured by MD. PROFsec and NORSnet predictions suggest that this region is long disordered loop. (D) The C-terminal domain of the ribosomal protein L5 (DP00579) <a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0004433#pone.0004433-DiNitto1\" target=\"_blank\">[80]</a> is disordered. While PROFsec predicted this region to be helical (red rectangles), Ucon identified it as disordered, probably due to small number of internal contacts. MD agreed with Ucon output and correctly predicted this region to be disordered.</p>", "links"=>[], "tags"=>["predictions", "demonstrated"], "article_id"=>580408, "categories"=>["Biological Sciences", "Medicine", "Biophysics"], "users"=>["Avner Schlessinger", "Marco Punta", "Guy Yachdav", "László Kaján", "Burkhard Rost"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0004433.g004", "stats"=>{"downloads"=>1, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_MD_predictions_demonstrated_by_specific_examples_/580408", "title"=>"MD predictions demonstrated by specific examples.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2009-02-11 00:06:48"}
  • {"files"=>["https://ndownloader.figshare.com/files/909734"], "description"=>"<p>(A) The final method MD (blue filled diamonds), which uses neural networks to combine the output of other methods with sequence profiles and other sequence features, is significantly more accurate than the methods that it uses as input such as NORSnet (dark gray) and DISOPRED2 (dark green) as well as other popular predictors such as IUPred (purple), RONN (light green), VSL2B (pink) and VSL2 (light gray). Other VSL2 models resulted in AUCs ranging the values obtained by VSL2B (sequence based) and VSL2 (sequence+secondary structure+profiles). Note that the VSL methods were trained on DisProt. Since we tested that method on essentially the same data set without cross-validation, our results are likely to over-estimate the performance of the VSL methods. Using additional sequence features also improved over using only the output from other methods and profiles (light blue open diamonds). (B) We compared methods that would result from simply averaging over the output of original prediction methods (triangles). Most averages were better than the best original method (here Ucon, orange circle). Our final neural network-based method, MD, significantly outperformed others throughout almost the entire ROC-curve.</p>", "links"=>[], "tags"=>["sequence-unique", "disprot"], "article_id"=>580190, "categories"=>["Biological Sciences", "Medicine", "Biophysics"], "users"=>["Avner Schlessinger", "Marco Punta", "Guy Yachdav", "László Kaján", "Burkhard Rost"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0004433.g001", "stats"=>{"downloads"=>0, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Per_residue_performance_on_sequence_unique_DisProt_subset_/580190", "title"=>"Per-residue performance on sequence-unique DisProt subset.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2009-02-11 00:03:10"}
  • {"files"=>["https://ndownloader.figshare.com/files/909909"], "description"=>"<p>The normalized output of MD was converted into a reliability index that reflects the prediction strength. Different performance measures (Eqn. 1 and 2) were calculated and averaged over the six sets using the default cutoff defining positive prediction. Stronger predictions (higher reliability indices) were, on average, more accurate, e.g. if a user looked only at residues predicted at RI≥4, then she or he would expect to find about 52% of all disordered residues at that level, and over 68% of the residues identified at that level would be correct (marked by gray column). Note that one limitation of using DisProt is that the per-residue assignment of long unstructured regions can be inaccurate as some experimental techniques characterizing disorder may only capture global properties of the protein resulting mislabeling of the whole domain or protein as disordered.</p>", "links"=>[], "tags"=>["allows", "focusing"], "article_id"=>580362, "categories"=>["Biological Sciences", "Medicine", "Biophysics"], "users"=>["Avner Schlessinger", "Marco Punta", "Guy Yachdav", "László Kaján", "Burkhard Rost"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0004433.g003", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Reliability_index_allows_focusing_on_more_accurate_predictions_/580362", "title"=>"Reliability index allows focusing on more accurate predictions.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2009-02-11 00:06:02"}
  • {"files"=>["https://ndownloader.figshare.com/files/909832"], "description"=>"<p>Data set: 205 DisProt proteins with at least one long (>30 residues) disordered region. (A) Our final method MD identified more true positives than the other methods at most of the false positive rates. (B) The results for false positive rates ≤0.25 (yellow bar) are presented in the Venn diagram. The numbers in parentheses correspond to the y-axis values of the points in the yellow column in graph (A). (C+D) This is the same data as for (A) except that we only considered the subset of proteins correctly predicted exclusively by the method shown, i.e., proteins with long disordered regions that no other method captured. Due to low counts, we smoothed values by running averages over three percentage points. In (C) the panels represent the proteins that are unique if MD is not included in the overlap calculation, whereas in (D) the panels represent the proteins that are unique when MD is included. The number of unique predictions is substantially smaller when including MD suggesting that MD not only yielded a good average but also captured all types of disorder.</p>", "links"=>[], "tags"=>["disordered"], "article_id"=>580287, "categories"=>["Biological Sciences", "Medicine", "Biophysics"], "users"=>["Avner Schlessinger", "Marco Punta", "Guy Yachdav", "László Kaján", "Burkhard Rost"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0004433.g002", "stats"=>{"downloads"=>4, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Per_protein_performance_on_long_disordered_regions_/580287", "title"=>"Per-protein performance on long disordered regions.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2009-02-11 00:04:47"}

PMC Usage Stats | Further Information

  • {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"11", "year"=>"2010", "pdf"=>"5", "unique-ip"=>"10", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "unique-ip"=>"7", "pdf"=>"4", "year"=>"2010", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"13", "year"=>"2010", "pdf"=>"6", "unique-ip"=>"11", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"10", "unique-ip"=>"11", "pdf"=>"8", "year"=>"2010", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"15", "year"=>"2010", "pdf"=>"7", "unique-ip"=>"16", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"6", "cited-by"=>"1", "abstract"=>"2", "full-text"=>"11", "unique-ip"=>"10", "pdf"=>"7", "year"=>"2010", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"6"}
  • {"month"=>"7", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"18", "year"=>"2010", "pdf"=>"12", "unique-ip"=>"19", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"9", "unique-ip"=>"9", "pdf"=>"4", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"9"}
  • {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"8", "year"=>"2010", "pdf"=>"8", "unique-ip"=>"12", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"4", "unique-ip"=>"5", "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"=>"9", "year"=>"2010", "pdf"=>"2", "unique-ip"=>"10", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"4", "pdf"=>"1", "year"=>"2010", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"6", "year"=>"2011", "pdf"=>"11", "unique-ip"=>"9", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"3", "full-text"=>"8", "unique-ip"=>"15", "pdf"=>"3", "year"=>"2011", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"3", "year"=>"2011", "pdf"=>"3", "unique-ip"=>"7", "figure"=>"7", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"10", "unique-ip"=>"15", "pdf"=>"8", "year"=>"2011", "figure"=>"9", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"4", "full-text"=>"4", "year"=>"2011", "pdf"=>"1", "unique-ip"=>"11", "figure"=>"4", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"6", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"5", "unique-ip"=>"6", "pdf"=>"2", "year"=>"2011", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"7", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "year"=>"2011", "pdf"=>"5", "unique-ip"=>"7", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"5", "pdf"=>"2", "year"=>"2011", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "year"=>"2011", "pdf"=>"2", "unique-ip"=>"6", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"4", "unique-ip"=>"6", "pdf"=>"1", "year"=>"2011", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"7", "year"=>"2011", "pdf"=>"4", "unique-ip"=>"11", "figure"=>"9", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"6", "unique-ip"=>"8", "pdf"=>"2", "year"=>"2011", "figure"=>"8", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"6", "year"=>"2012", "pdf"=>"4", "unique-ip"=>"9", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"8", "unique-ip"=>"11", "pdf"=>"3", "year"=>"2012", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"19", "year"=>"2012", "pdf"=>"4", "unique-ip"=>"13", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"10", "unique-ip"=>"16", "pdf"=>"6", "year"=>"2012", "figure"=>"10", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"7", "year"=>"2012", "pdf"=>"3", "unique-ip"=>"12", "figure"=>"8", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"15", "unique-ip"=>"11", "pdf"=>"4", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"25", "year"=>"2009", "pdf"=>"10", "unique-ip"=>"23", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"17", "unique-ip"=>"16", "pdf"=>"8", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"17", "year"=>"2009", "pdf"=>"8", "unique-ip"=>"15", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"1"}
  • {"scanned-page-browse"=>"0", "month"=>"6", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"6", "unique-ip"=>"7", "pdf"=>"3", "year"=>"2009", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"7", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"3", "full-text"=>"12", "year"=>"2009", "pdf"=>"6", "unique-ip"=>"13", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"7", "unique-ip"=>"8", "pdf"=>"6", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"15", "year"=>"2009", "pdf"=>"9", "unique-ip"=>"13", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"5", "unique-ip"=>"4", "pdf"=>"1", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"11", "year"=>"2009", "pdf"=>"6", "unique-ip"=>"12", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"11", "unique-ip"=>"9", "pdf"=>"5", "year"=>"2009", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"2"}
  • {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"3", "year"=>"2012", "pdf"=>"3", "unique-ip"=>"9", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
  • {"unique-ip"=>"10", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"7"}
  • {"unique-ip"=>"14", "full-text"=>"10", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2012", "month"=>"8"}
  • {"unique-ip"=>"7", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"9"}
  • {"unique-ip"=>"13", "full-text"=>"5", "pdf"=>"2", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2012", "month"=>"10"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
  • {"unique-ip"=>"8", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
  • {"unique-ip"=>"12", "full-text"=>"3", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
  • {"unique-ip"=>"8", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"10", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"12", "full-text"=>"7", "pdf"=>"2", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
  • {"unique-ip"=>"11", "full-text"=>"5", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"10", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
  • {"unique-ip"=>"5", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
  • {"unique-ip"=>"8", "full-text"=>"5", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
  • {"unique-ip"=>"4", "full-text"=>"5", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"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"=>"12"}
  • {"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"=>"2014", "month"=>"1"}
  • {"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"=>"2014", "month"=>"2"}
  • {"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"=>"2014", "month"=>"3"}
  • {"unique-ip"=>"7", "full-text"=>"3", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "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"=>"2014", "month"=>"6"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"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"=>"4"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
  • {"unique-ip"=>"8", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"7"}
  • {"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"=>"3"}
  • {"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"=>"2"}
  • {"unique-ip"=>"2", "full-text"=>"0", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"5", "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"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"8", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"15", "full-text"=>"13", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"6", "cited-by"=>"2", "year"=>"2014", "month"=>"10"}
  • {"unique-ip"=>"2", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
  • {"unique-ip"=>"9", "full-text"=>"6", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"10", "full-text"=>"8", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"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"=>"3"}
  • {"unique-ip"=>"1", "full-text"=>"0", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"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"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"10", "full-text"=>"12", "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"=>"6", "full-text"=>"5", "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"=>"0", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"4", "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"=>"12"}
  • {"unique-ip"=>"5", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2017", "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"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"2", "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"=>"4"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"3", "full-text"=>"4", "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"=>"3", "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"=>"7"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"2", "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"=>"12"}
  • {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"4", "full-text"=>"5", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"15", "full-text"=>"15", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"15", "full-text"=>"11", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"11", "full-text"=>"9", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"2", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"6", "full-text"=>"2", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"11", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"8", "full-text"=>"10", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"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"=>"8"}
  • {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"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"=>"12"}
  • {"unique-ip"=>"10", "full-text"=>"11", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"1", "full-text"=>"3", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
  • {"unique-ip"=>"1", "full-text"=>"5", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
  • {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"5", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}

Relative Metric

{"start_date"=>"2009-01-01T00:00:00Z", "end_date"=>"2009-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Neuroscience", "average_usage"=>[363, 598, 730, 824, 916, 1002, 1109, 1211, 1304, 1370, 1457, 1529, 1605, 1668, 1739, 1814, 1866, 1915, 1973, 2034, 2086, 2139, 2181, 2215, 2262, 2312, 2372, 2437, 2489, 2547, 2608, 2663, 2710, 2763, 2827, 2880, 2953, 3002, 3051, 3112, 3172, 3237, 3288, 3356, 3407, 3455, 3544, 3609, 3674, 3724, 3791, 3842, 3901, 3962, 4049, 4118, 4175, 4230, 4267, 4334, 4397]}, {"subject_area"=>"/Computer and information sciences", "average_usage"=>[464, 812, 944, 1079, 1176, 1278, 1404, 1492, 1580, 1643, 1728, 1807, 1865, 1932, 1998, 2068, 2143, 2207, 2282, 2338, 2391, 2468, 2527, 2585, 2639, 2711, 2774, 2835, 2906, 2979, 3067, 3129, 3215, 3293, 3349, 3419, 3502, 3583, 3706, 3788, 3847, 3897, 3969, 4025, 4109, 4162, 4240, 4346, 4405, 4472, 4532, 4641, 4707, 4792, 4848, 4897, 4931, 4993, 5103, 5158, 5223]}, {"subject_area"=>"/Computer and information sciences/Neural networks", "average_usage"=>[419, 620, 794, 874, 991, 1086, 1292, 1395, 1466, 1530, 1633, 1717, 1764, 1812, 1887, 1935, 2007, 2071, 2126, 2192, 2252, 2306, 2348, 2389, 2432, 2488, 2540, 2600, 2654, 2693, 2721, 2764, 2818, 2856, 2891, 2922, 2962, 3026, 3101, 3130, 3198, 3329, 3406, 3473, 3514, 3555, 3587, 3627, 3674, 3757, 3817, 3855, 3910, 3962, 4058, 4143, 4213, 4283, 4333, 4381, 4439, 4517]}, {"subject_area"=>"/Physical sciences", "average_usage"=>[340, 575, 698, 803, 889, 974, 1077, 1169, 1245, 1318, 1398, 1468, 1540, 1608, 1679, 1748, 1819, 1877, 1937, 1999, 2044, 2100, 2148, 2198, 2250, 2306, 2357, 2414, 2458, 2517, 2572, 2636, 2690, 2749, 2799, 2861, 2914, 2970, 3026, 3102, 3143, 3237, 3303, 3373, 3441, 3500, 3553, 3608, 3679, 3733, 3791, 3856, 3908, 3962, 4033, 4096, 4149, 4187, 4229, 4281, 4336]}]}
Loading … Spinner
There are currently no alerts