NeuroML: A Language for Describing Data Driven Models of Neurons and Networks with a High Degree of Biological Detail
- Publication Date
- June 17, 2010
- Journal
- PLOS Computational Biology
- Authors
- Padraig Gleeson, Sharon Crook, Robert C. Cannon, Michael L. Hines, et al
- Volume
- 6
- Issue
- 6
- Pages
- e1000815
- DOI
- https://dx.plos.org/10.1371/journal.pcbi.1000815
- Publisher URL
- http://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1000815
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/20585541
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2887454
- Europe PMC
- http://europepmc.org/abstract/MED/20585541
- Web of Science
- 000279341000021
- Scopus
- 77956222986
- Mendeley
- http://www.mendeley.com/research/neuroml-language-describing-data-driven-models-neurons-networks-high-degree-biological-detail
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Mendeley | Further Information
{"title"=>"NeuroML: A language for describing data driven models of neurons and networks with a high degree of biological detail", "type"=>"journal", "authors"=>[{"first_name"=>"Padraig", "last_name"=>"Gleeson", "scopus_author_id"=>"16202455700"}, {"first_name"=>"Sharon", "last_name"=>"Crook", "scopus_author_id"=>"18433315700"}, {"first_name"=>"Robert C.", "last_name"=>"Cannon", "scopus_author_id"=>"7201491609"}, {"first_name"=>"Michael L.", "last_name"=>"Hines", "scopus_author_id"=>"35428221400"}, {"first_name"=>"Guy O.", "last_name"=>"Billings", "scopus_author_id"=>"26024997800"}, {"first_name"=>"Matteo", "last_name"=>"Farinella", "scopus_author_id"=>"36245162000"}, {"first_name"=>"Thomas M.", "last_name"=>"Morse", "scopus_author_id"=>"7005748827"}, {"first_name"=>"Andrew P.", "last_name"=>"Davison", "scopus_author_id"=>"8940202300"}, {"first_name"=>"Subhasis", "last_name"=>"Ray", "scopus_author_id"=>"36454995300"}, {"first_name"=>"Upinder S.", "last_name"=>"Bhalla", "scopus_author_id"=>"7003761732"}, {"first_name"=>"Simon R.", "last_name"=>"Barnes", "scopus_author_id"=>"36247230400"}, {"first_name"=>"Yoana D.", "last_name"=>"Dimitrova", "scopus_author_id"=>"36247268400"}, {"first_name"=>"R. Angus", "last_name"=>"Silver", "scopus_author_id"=>"7201936933"}], "year"=>2010, "source"=>"PLoS Computational Biology", "identifiers"=>{"pui"=>"359337536", "sgr"=>"77955483472", "pmid"=>"20585541", "scopus"=>"2-s2.0-77955483472", "isbn"=>"1553-7358 (Electronic)\\n1553-734X (Linking)", "doi"=>"10.1371/journal.pcbi.1000815", "issn"=>"1553734X"}, "id"=>"8131fa94-db60-3acd-9f87-6511b19a0da1", "abstract"=>"Computer modeling is becoming an increasingly valuable tool in the study of the complex interactions underlying the behavior of the brain. Software applications have been developed which make it easier to create models of neural networks as well as detailed models which replicate the electrical activity of individual neurons. The code formats used by each of these applications are generally incompatible however, making it difficult to exchange models and ideas between researchers. Here we present the structure of a neuronal model description language, NeuroML. This provides a way to express these complex models in a common format based on the underlying physiology, allowing them to be mapped to multiple applications. We have tested this language by converting published neuronal models to NeuroML format and comparing their behavior on a number of commonly used simulators. Creating a common, accessible model description format will expose more of the model details to the wider neuroscience community, thus increasing their quality and reliability, as for other Open Source software. NeuroML will also allow a greater “ecosystem” of tools to be developed for building, simulating and analyzing these complex neuronal systems.", "link"=>"http://www.mendeley.com/research/neuroml-language-describing-data-driven-models-neurons-networks-high-degree-biological-detail", "reader_count"=>191, "reader_count_by_academic_status"=>{"Unspecified"=>5, "Professor > Associate Professor"=>14, "Researcher"=>49, "Student > Doctoral Student"=>7, "Student > Ph. D. Student"=>51, "Student > Postgraduate"=>7, "Student > Master"=>22, "Other"=>11, "Student > Bachelor"=>9, "Lecturer"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>11}, "reader_count_by_user_role"=>{"Unspecified"=>5, "Professor > Associate Professor"=>14, "Researcher"=>49, "Student > Doctoral Student"=>7, "Student > Ph. D. Student"=>51, "Student > Postgraduate"=>7, "Student > Master"=>22, "Other"=>11, "Student > Bachelor"=>9, "Lecturer"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>11}, "reader_count_by_subject_area"=>{"Unspecified"=>11, "Agricultural and Biological Sciences"=>79, "Philosophy"=>1, "Computer Science"=>38, "Engineering"=>19, "Environmental Science"=>1, "Mathematics"=>4, "Medicine and Dentistry"=>2, "Neuroscience"=>19, "Physics and Astronomy"=>10, "Psychology"=>5, "Social Sciences"=>1, "Linguistics"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>2}, "Social Sciences"=>{"Social Sciences"=>1}, "Physics and Astronomy"=>{"Physics and Astronomy"=>10}, "Psychology"=>{"Psychology"=>5}, "Mathematics"=>{"Mathematics"=>4}, "Unspecified"=>{"Unspecified"=>11}, "Environmental Science"=>{"Environmental Science"=>1}, "Engineering"=>{"Engineering"=>19}, "Neuroscience"=>{"Neuroscience"=>19}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>79}, "Computer Science"=>{"Computer Science"=>38}, "Linguistics"=>{"Linguistics"=>1}, "Philosophy"=>{"Philosophy"=>1}}, "reader_count_by_country"=>{"Republic of Singapore"=>1, "Hungary"=>1, "United States"=>6, "Japan"=>1, "United Kingdom"=>7, "Belarus"=>1, "Portugal"=>1, "India"=>1, "Latvia"=>1, "South Korea"=>1, "Belgium"=>2, "Finland"=>1, "France"=>1, "Germany"=>5}, "group_count"=>14}CrossRef
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Scopus | Further Information
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- {"month"=>"1", "year"=>"2012", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"113"}
- {"month"=>"2", "year"=>"2012", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"86"}
- {"month"=>"3", "year"=>"2012", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"95"}
- {"month"=>"4", "year"=>"2012", "pdf_views"=>"25", "xml_views"=>"1", "html_views"=>"99"}
- {"month"=>"5", "year"=>"2012", "pdf_views"=>"26", "xml_views"=>"1", "html_views"=>"100"}
- {"month"=>"6", "year"=>"2012", "pdf_views"=>"22", "xml_views"=>"1", "html_views"=>"91"}
- {"month"=>"7", "year"=>"2012", "pdf_views"=>"27", "xml_views"=>"1", "html_views"=>"89"}
- {"month"=>"8", "year"=>"2012", "pdf_views"=>"21", "xml_views"=>"5", "html_views"=>"116"}
- {"month"=>"9", "year"=>"2012", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"88"}
- {"month"=>"10", "year"=>"2012", "pdf_views"=>"31", "xml_views"=>"0", "html_views"=>"104"}
- {"month"=>"11", "year"=>"2012", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"91"}
- {"month"=>"12", "year"=>"2012", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"82"}
- {"month"=>"1", "year"=>"2013", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"100"}
- {"month"=>"2", "year"=>"2013", "pdf_views"=>"8", "xml_views"=>"2", "html_views"=>"362"}
- {"month"=>"3", "year"=>"2013", "pdf_views"=>"21", "xml_views"=>"2", "html_views"=>"83"}
- {"month"=>"4", "year"=>"2013", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"105"}
- {"month"=>"5", "year"=>"2013", "pdf_views"=>"30", "xml_views"=>"2", "html_views"=>"108"}
- {"month"=>"6", "year"=>"2013", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"98"}
- {"month"=>"7", "year"=>"2013", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"77"}
- {"month"=>"8", "year"=>"2013", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"75"}
- {"month"=>"9", "year"=>"2013", "pdf_views"=>"12", "xml_views"=>"2", "html_views"=>"132"}
- {"month"=>"10", "year"=>"2013", "pdf_views"=>"16", "xml_views"=>"4", "html_views"=>"239"}
- {"month"=>"11", "year"=>"2013", "pdf_views"=>"30", "xml_views"=>"1", "html_views"=>"229"}
- {"month"=>"12", "year"=>"2013", "pdf_views"=>"22", "xml_views"=>"1", "html_views"=>"266"}
- {"month"=>"1", "year"=>"2014", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"185"}
- {"month"=>"2", "year"=>"2014", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"140"}
- {"month"=>"3", "year"=>"2014", "pdf_views"=>"12", "xml_views"=>"2", "html_views"=>"138"}
- {"month"=>"4", "year"=>"2014", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"124"}
- {"month"=>"5", "year"=>"2014", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"176"}
- {"month"=>"6", "year"=>"2014", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"138"}
- {"month"=>"7", "year"=>"2014", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"133"}
- {"month"=>"8", "year"=>"2014", "pdf_views"=>"11", "xml_views"=>"2", "html_views"=>"99"}
- {"month"=>"9", "year"=>"2014", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"114"}
- {"month"=>"10", "year"=>"2014", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"129"}
- {"month"=>"11", "year"=>"2014", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"137"}
- {"month"=>"12", "year"=>"2014", "pdf_views"=>"27", "xml_views"=>"2", "html_views"=>"158"}
- {"month"=>"1", "year"=>"2015", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"143"}
- {"month"=>"2", "year"=>"2015", "pdf_views"=>"40", "xml_views"=>"0", "html_views"=>"133"}
- {"month"=>"3", "year"=>"2015", "pdf_views"=>"70", "xml_views"=>"0", "html_views"=>"249"}
- {"month"=>"4", "year"=>"2015", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"136"}
- {"month"=>"5", "year"=>"2015", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"153"}
- {"month"=>"6", "year"=>"2015", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"137"}
- {"month"=>"7", "year"=>"2015", "pdf_views"=>"53", "xml_views"=>"0", "html_views"=>"151"}
- {"month"=>"8", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"156"}
- {"month"=>"9", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"139"}
- {"month"=>"10", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"155"}
- {"month"=>"11", "year"=>"2015", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"138"}
- {"month"=>"12", "year"=>"2015", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"134"}
- {"month"=>"1", "year"=>"2016", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"195"}
- {"month"=>"2", "year"=>"2016", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"167"}
- {"month"=>"3", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"110"}
- {"month"=>"4", "year"=>"2016", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"95"}
- {"month"=>"5", "year"=>"2016", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"89"}
- {"month"=>"6", "year"=>"2016", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"102"}
- {"month"=>"7", "year"=>"2016", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"67"}
- {"month"=>"8", "year"=>"2016", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"77"}
- {"month"=>"9", "year"=>"2016", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"67"}
- {"month"=>"10", "year"=>"2016", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"59"}
- {"month"=>"11", "year"=>"2016", "pdf_views"=>"49", "xml_views"=>"0", "html_views"=>"72"}
- {"month"=>"12", "year"=>"2016", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"69"}
- {"month"=>"1", "year"=>"2017", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"56"}
- {"month"=>"2", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"71"}
- {"month"=>"3", "year"=>"2017", "pdf_views"=>"16", "xml_views"=>"2", "html_views"=>"86"}
- {"month"=>"4", "year"=>"2017", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"87"}
- {"month"=>"5", "year"=>"2017", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"67"}
- {"month"=>"6", "year"=>"2017", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"60"}
- {"month"=>"7", "year"=>"2017", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"85"}
- {"month"=>"8", "year"=>"2017", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"67"}
- {"month"=>"9", "year"=>"2017", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"71"}
- {"month"=>"10", "year"=>"2017", "pdf_views"=>"20", "xml_views"=>"2", "html_views"=>"73"}
- {"month"=>"11", "year"=>"2017", "pdf_views"=>"16", "xml_views"=>"1", "html_views"=>"80"}
- {"month"=>"12", "year"=>"2017", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"72"}
- {"month"=>"1", "year"=>"2018", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"52"}
- {"month"=>"2", "year"=>"2018", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"33"}
- {"month"=>"3", "year"=>"2018", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"43"}
- {"month"=>"4", "year"=>"2018", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"5", "year"=>"2018", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"49"}
- {"month"=>"6", "year"=>"2018", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"29"}
- {"month"=>"7", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"6", "html_views"=>"25"}
- {"month"=>"8", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"4", "html_views"=>"18"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"49"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"16", "xml_views"=>"2", "html_views"=>"39"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"28"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"37"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"31"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"14"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"18"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"26"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"36"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"24"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"21"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"23", "xml_views"=>"1", "html_views"=>"23"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"6"}
PMC Usage Stats | Further Information
- {"scanned-page-browse"=>"0", "month"=>"6", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"2", "unique-ip"=>"7", "pdf"=>"6", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"7", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"27", "year"=>"2010", "pdf"=>"16", "unique-ip"=>"30", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"28", "unique-ip"=>"21", "pdf"=>"9", "year"=>"2010", "figure"=>"16", "scanned-summary"=>"0", "supp-data"=>"2"}
- {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"23", "year"=>"2010", "pdf"=>"5", "unique-ip"=>"11", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"30", "unique-ip"=>"21", "pdf"=>"9", "year"=>"2010", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"12", "year"=>"2010", "pdf"=>"5", "unique-ip"=>"12", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"3", "pdf"=>"1", "year"=>"2010", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"1", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"13", "year"=>"2011", "pdf"=>"1", "unique-ip"=>"12", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"2", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"4", "unique-ip"=>"6", "pdf"=>"1", "year"=>"2011", "figure"=>"7", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"3", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"11", "year"=>"2011", "pdf"=>"4", "unique-ip"=>"11", "figure"=>"8", "scanned-summary"=>"0", "supp-data"=>"1"}
- {"scanned-page-browse"=>"0", "month"=>"4", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"10", "unique-ip"=>"13", "pdf"=>"5", "year"=>"2011", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"5", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"6", "year"=>"2011", "pdf"=>"3", "unique-ip"=>"7", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"6", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"2", "unique-ip"=>"5", "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"=>"7", "year"=>"2011", "pdf"=>"3", "unique-ip"=>"7", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"8", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"10", "unique-ip"=>"11", "pdf"=>"6", "year"=>"2011", "figure"=>"10", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"8", "year"=>"2011", "pdf"=>"12", "unique-ip"=>"8", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"20", "unique-ip"=>"11", "pdf"=>"2", "year"=>"2011", "figure"=>"23", "scanned-summary"=>"0", "supp-data"=>"2"}
- {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"7", "year"=>"2011", "pdf"=>"3", "unique-ip"=>"6", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"6", "unique-ip"=>"8", "pdf"=>"3", "year"=>"2011", "figure"=>"4", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"1", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"9", "unique-ip"=>"8", "pdf"=>"1", "year"=>"2012", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"4", "full-text"=>"7", "year"=>"2012", "pdf"=>"2", "unique-ip"=>"10", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"11", "unique-ip"=>"11", "pdf"=>"4", "year"=>"2012", "figure"=>"8", "scanned-summary"=>"0", "supp-data"=>"5"}
- {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"9", "year"=>"2012", "pdf"=>"4", "unique-ip"=>"8", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"4", "unique-ip"=>"8", "pdf"=>"4", "year"=>"2012", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"8", "year"=>"2012", "pdf"=>"4", "unique-ip"=>"10", "figure"=>"6", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"7"}
- {"unique-ip"=>"8", "full-text"=>"11", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"8"}
- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"7", "cited-by"=>"0", "year"=>"2012", "month"=>"9"}
- {"unique-ip"=>"18", "full-text"=>"13", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"16", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2012", "month"=>"10"}
- {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
- {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"0", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
- {"unique-ip"=>"4", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
- {"unique-ip"=>"12", "full-text"=>"13", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
- {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
- {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
- {"unique-ip"=>"10", "full-text"=>"30", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"23", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
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Relative Metric
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