Chapter 1: Biomedical Knowledge Integration
Events
Loading … Spinner

CiteULike | Further Information

Mendeley | Further Information

{"title"=>"Chapter 1: Biomedical Knowledge Integration", "type"=>"journal", "authors"=>[{"first_name"=>"Philip R.O.", "last_name"=>"Payne", "scopus_author_id"=>"8502464500"}], "year"=>2012, "source"=>"PLoS Computational Biology", "identifiers"=>{"isbn"=>"1553-7358", "scopus"=>"2-s2.0-84872035129", "pui"=>"368067271", "doi"=>"10.1371/journal.pcbi.1002826", "issn"=>"1553734X", "pmid"=>"23300416", "sgr"=>"84872035129"}, "id"=>"297ebc7f-b920-37cb-9dcf-4f4babec79c6", "abstract"=>"The modern biomedical research and healthcare delivery domains have seen an unparalleled increase in the rate of innovation and novel technologies over the past several decades. Catalyzed by paradigm-shifting public and private programs focusing upon the formation and delivery of genomic and personalized medicine, the need for high-throughput and integrative approaches to the collection, management, and analysis of heterogeneous data sets has become imperative. This need is particularly pressing in the translational bioinformatics domain, where many fundamental research questions require the integration of large scale, multi-dimensional clinical phenotype and bio-molecular data sets. Modern biomedical informatics theory and practice has demonstrated the distinct benefits associated with the use of knowledge-based systems in such contexts. A knowledge-based system can be defined as an intelligent agent that employs a computationally tractable knowledge base or repository in order to reason upon data in a targeted domain and reproduce expert performance relative to such reasoning operations. The ultimate goal of the design and use of such agents is to increase the reproducibility, scalability, and accessibility of complex reasoning tasks. Examples of the application of knowledge-based systems in biomedicine span a broad spectrum, from the execution of clinical decision support, to epidemiologic surveillance of public data sets for the purposes of detecting emerging infectious diseases, to the discovery of novel hypotheses in large-scale research data sets. In this chapter, we will review the basic theoretical frameworks that define core knowledge types and reasoning operations with particular emphasis on the applicability of such conceptual models within the biomedical domain, and then go on to introduce a number of prototypical data integration requirements and patterns relevant to the conduct of translational bioinformatics that can be addressed via the design and use of knowledge-based systems.", "link"=>"http://www.mendeley.com/research/chapter-1-biomedical-knowledge-integration", "reader_count"=>174, "reader_count_by_academic_status"=>{"Unspecified"=>3, "Professor > Associate Professor"=>18, "Librarian"=>2, "Researcher"=>47, "Student > Doctoral Student"=>7, "Student > Ph. D. Student"=>45, "Student > Postgraduate"=>5, "Other"=>19, "Student > Master"=>12, "Student > Bachelor"=>4, "Lecturer"=>3, "Lecturer > Senior Lecturer"=>1, "Professor"=>8}, "reader_count_by_user_role"=>{"Unspecified"=>3, "Professor > Associate Professor"=>18, "Librarian"=>2, "Researcher"=>47, "Student > Doctoral Student"=>7, "Student > Ph. D. Student"=>45, "Student > Postgraduate"=>5, "Other"=>19, "Student > Master"=>12, "Student > Bachelor"=>4, "Lecturer"=>3, "Lecturer > Senior Lecturer"=>1, "Professor"=>8}, "reader_count_by_subject_area"=>{"Unspecified"=>6, "Agricultural and Biological Sciences"=>66, "Arts and Humanities"=>1, "Business, Management and Accounting"=>3, "Veterinary Science and Veterinary Medicine"=>1, "Chemistry"=>5, "Computer Science"=>32, "Engineering"=>8, "Environmental Science"=>1, "Biochemistry, Genetics and Molecular Biology"=>16, "Nursing and Health Professions"=>1, "Materials Science"=>1, "Medicine and Dentistry"=>15, "Neuroscience"=>2, "Pharmacology, Toxicology and Pharmaceutical Science"=>2, "Physics and Astronomy"=>2, "Social Sciences"=>6, "Immunology and Microbiology"=>4, "Linguistics"=>2}, "reader_count_by_subdiscipline"=>{"Materials Science"=>{"Materials Science"=>1}, "Medicine and Dentistry"=>{"Medicine and Dentistry"=>15}, "Social Sciences"=>{"Social Sciences"=>6}, "Physics and Astronomy"=>{"Physics and Astronomy"=>2}, "Unspecified"=>{"Unspecified"=>6}, "Environmental Science"=>{"Environmental Science"=>1}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>2}, "Arts and Humanities"=>{"Arts and Humanities"=>1}, "Engineering"=>{"Engineering"=>8}, "Chemistry"=>{"Chemistry"=>5}, "Neuroscience"=>{"Neuroscience"=>2}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>4}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>66}, "Computer Science"=>{"Computer Science"=>32}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>3}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>1}, "Linguistics"=>{"Linguistics"=>2}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>16}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>1}}, "reader_count_by_country"=>{"United States"=>9, "United Kingdom"=>2, "Switzerland"=>1, "Spain"=>2, "Canada"=>1, "Sweden"=>2, "Netherlands"=>1, "Norway"=>1, "Ireland"=>1, "Finland"=>1, "Brazil"=>1, "Mexico"=>1, "Italy"=>1, "France"=>2, "Nigeria"=>1, "Germany"=>1}, "group_count"=>8}

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84872035129"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84872035129?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84872035129&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84872035129&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84872035129", "dc:identifier"=>"SCOPUS_ID:84872035129", "eid"=>"2-s2.0-84872035129", "dc:title"=>"Chapter 1: Biomedical Knowledge Integration", "dc:creator"=>"Payne P.R.O.", "prism:publicationName"=>"PLoS Computational Biology", "prism:issn"=>"1553734X", "prism:eIssn"=>"15537358", "prism:volume"=>"8", "prism:issueIdentifier"=>"12", "prism:pageRange"=>nil, "prism:coverDate"=>"2012-12-01", "prism:coverDisplayDate"=>"December 2012", "prism:doi"=>"10.1371/journal.pcbi.1002826", "citedby-count"=>"14", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"The Ohio State University", "affiliation-city"=>"Columbus", "affiliation-country"=>"United States"}], "pubmed-id"=>"23300416", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e1002826", "source-id"=>"4000151810", "openaccess"=>"1", "openaccessFlag"=>true}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fploscompbiol%2Farticle%3Fid%3D10.1371%252Fjournal.pcbi.1002826", "share_count"=>0, "like_count"=>0, "comment_count"=>0, "click_count"=>0, "total_count"=>0}

Twitter

Counter

  • {"month"=>"12", "year"=>"2012", "pdf_views"=>"207", "xml_views"=>"12", "html_views"=>"823"}
  • {"month"=>"1", "year"=>"2013", "pdf_views"=>"404", "xml_views"=>"10", "html_views"=>"1978"}
  • {"month"=>"2", "year"=>"2013", "pdf_views"=>"126", "xml_views"=>"2", "html_views"=>"984"}
  • {"month"=>"3", "year"=>"2013", "pdf_views"=>"57", "xml_views"=>"1", "html_views"=>"376"}
  • {"month"=>"4", "year"=>"2013", "pdf_views"=>"68", "xml_views"=>"1", "html_views"=>"316"}
  • {"month"=>"5", "year"=>"2013", "pdf_views"=>"80", "xml_views"=>"0", "html_views"=>"315"}
  • {"month"=>"6", "year"=>"2013", "pdf_views"=>"84", "xml_views"=>"1", "html_views"=>"218"}
  • {"month"=>"7", "year"=>"2013", "pdf_views"=>"100", "xml_views"=>"2", "html_views"=>"268"}
  • {"month"=>"8", "year"=>"2013", "pdf_views"=>"71", "xml_views"=>"1", "html_views"=>"186"}
  • {"month"=>"9", "year"=>"2013", "pdf_views"=>"64", "xml_views"=>"3", "html_views"=>"202"}
  • {"month"=>"10", "year"=>"2013", "pdf_views"=>"64", "xml_views"=>"2", "html_views"=>"238"}
  • {"month"=>"11", "year"=>"2013", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"124"}
  • {"month"=>"12", "year"=>"2013", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"106"}
  • {"month"=>"1", "year"=>"2014", "pdf_views"=>"50", "xml_views"=>"2", "html_views"=>"192"}
  • {"month"=>"2", "year"=>"2014", "pdf_views"=>"34", "xml_views"=>"0", "html_views"=>"194"}
  • {"month"=>"3", "year"=>"2014", "pdf_views"=>"27", "xml_views"=>"3", "html_views"=>"243"}
  • {"month"=>"4", "year"=>"2014", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"239"}
  • {"month"=>"5", "year"=>"2014", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"247"}
  • {"month"=>"6", "year"=>"2014", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"236"}
  • {"month"=>"7", "year"=>"2014", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"199"}
  • {"month"=>"8", "year"=>"2014", "pdf_views"=>"23", "xml_views"=>"0", "html_views"=>"156"}
  • {"month"=>"9", "year"=>"2014", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"160"}
  • {"month"=>"10", "year"=>"2014", "pdf_views"=>"26", "xml_views"=>"1", "html_views"=>"248"}
  • {"month"=>"11", "year"=>"2014", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"258"}
  • {"month"=>"12", "year"=>"2014", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"229"}
  • {"month"=>"1", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"181"}
  • {"month"=>"2", "year"=>"2015", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"98"}
  • {"month"=>"3", "year"=>"2015", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"155"}
  • {"month"=>"4", "year"=>"2015", "pdf_views"=>"16", "xml_views"=>"2", "html_views"=>"102"}
  • {"month"=>"5", "year"=>"2015", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"102"}
  • {"month"=>"6", "year"=>"2015", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"117"}
  • {"month"=>"7", "year"=>"2015", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"76"}
  • {"month"=>"8", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"96"}
  • {"month"=>"9", "year"=>"2015", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"107"}
  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"134"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"102"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"114"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"152"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"115"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"136"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"101"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"31", "xml_views"=>"0", "html_views"=>"92"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"30", "xml_views"=>"0", "html_views"=>"69"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"81"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"81"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"32", "xml_views"=>"0", "html_views"=>"108"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"29", "xml_views"=>"0", "html_views"=>"101"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"91"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"22", "xml_views"=>"0", "html_views"=>"81"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"41", "xml_views"=>"0", "html_views"=>"158"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"27", "xml_views"=>"0", "html_views"=>"117"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"48", "xml_views"=>"1", "html_views"=>"169"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"22", "xml_views"=>"2", "html_views"=>"159"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"25", "xml_views"=>"1", "html_views"=>"94"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"128"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"99"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"126"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"20", "xml_views"=>"1", "html_views"=>"121"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"29", "xml_views"=>"2", "html_views"=>"126"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"124"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"94"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"30", "xml_views"=>"0", "html_views"=>"118"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"75"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"42"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"43"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"28"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"61", "xml_views"=>"0", "html_views"=>"62"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"33", "xml_views"=>"0", "html_views"=>"68"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"51"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"61"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"23", "xml_views"=>"2", "html_views"=>"40"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"27", "xml_views"=>"0", "html_views"=>"45"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"30"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"51"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"38"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"4", "html_views"=>"42"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"34"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"42"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"37"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"34"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"28"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"39"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"43"}
  • {"month"=>"11", "year"=>"2019", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"30"}
  • {"month"=>"12", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"32"}
  • {"month"=>"1", "year"=>"2020", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"16"}
  • {"month"=>"2", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"23"}
  • {"month"=>"3", "year"=>"2020", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"23"}
  • {"month"=>"4", "year"=>"2020", "pdf_views"=>"26", "xml_views"=>"0", "html_views"=>"29"}
  • {"month"=>"5", "year"=>"2020", "pdf_views"=>"23", "xml_views"=>"0", "html_views"=>"47"}
  • {"month"=>"6", "year"=>"2020", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"25"}
  • {"month"=>"7", "year"=>"2020", "pdf_views"=>"14", "xml_views"=>"2", "html_views"=>"41"}
  • {"month"=>"8", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"17"}
  • {"month"=>"9", "year"=>"2020", "pdf_views"=>"43", "xml_views"=>"1", "html_views"=>"81"}
  • {"month"=>"10", "year"=>"2020", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"31"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/279614"], "description"=>"<div><p>The modern biomedical research and healthcare delivery domains have seen an unparalleled increase in the rate of innovation and novel technologies over the past several decades. Catalyzed by paradigm-shifting public and private programs focusing upon the formation and delivery of genomic and personalized medicine, the need for high-throughput and integrative approaches to the collection, management, and analysis of heterogeneous data sets has become imperative. This need is particularly pressing in the translational bioinformatics domain, where many fundamental research questions require the integration of large scale, multi-dimensional clinical phenotype and bio-molecular data sets. Modern biomedical informatics theory and practice has demonstrated the distinct benefits associated with the use of knowledge-based systems in such contexts. A knowledge-based system can be defined as an intelligent agent that employs a computationally tractable knowledge base or repository in order to reason upon data in a targeted domain and reproduce expert performance relative to such reasoning operations. The ultimate goal of the design and use of such agents is to increase the reproducibility, scalability, and accessibility of complex reasoning tasks. Examples of the application of knowledge-based systems in biomedicine span a broad spectrum, from the execution of clinical decision support, to epidemiologic surveillance of public data sets for the purposes of detecting emerging infectious diseases, to the discovery of novel hypotheses in large-scale research data sets. In this chapter, we will review the basic theoretical frameworks that define core knowledge types and reasoning operations with particular emphasis on the applicability of such conceptual models within the biomedical domain, and then go on to introduce a number of prototypical data integration requirements and patterns relevant to the conduct of translational bioinformatics that can be addressed via the design and use of knowledge-based systems.</p> </div>", "links"=>[], "tags"=>["biomedical", "integration"], "article_id"=>115136, "categories"=>["Medicine"], "users"=>["Philip R. O. Payne"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002826", "stats"=>{"downloads"=>10, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/Chapter_1_Biomedical_Knowledge_Integration_/115136", "title"=>"Chapter 1: Biomedical Knowledge Integration", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2012-12-27 01:25:36"}
  • {"files"=>["https://ndownloader.figshare.com/files/516961"], "description"=>"<p>Conceptual model for the generation of multi-network complexes of markers spanning a spectrum of granularity from bio-molecules to clinical phenotypes.</p>", "links"=>[], "tags"=>["multi-network", "complexes", "markers", "spanning", "granularity", "bio-molecules"], "article_id"=>187457, "categories"=>["Medicine"], "users"=>["Philip R. O. Payne"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002826.g004", "stats"=>{"downloads"=>1, "page_views"=>18, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Conceptual_model_for_the_generation_of_multi_network_complexes_of_markers_spanning_a_spectrum_of_granularity_from_bio_molecules_to_clinical_phenotypes_/187457", "title"=>"Conceptual model for the generation of multi-network complexes of markers spanning a spectrum of granularity from bio-molecules to clinical phenotypes.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:04:17"}
  • {"files"=>["https://ndownloader.figshare.com/files/516695"], "description"=>"<p>Ogden-Richards semiotic triad, illustrating the relationships between the three major semiotic-derived types of “meaning”.</p>", "links"=>[], "tags"=>["semiotic", "illustrating", "relationships", "semiotic-derived", "types"], "article_id"=>187187, "categories"=>["Medicine"], "users"=>["Philip R. O. Payne"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002826.g002", "stats"=>{"downloads"=>4, "page_views"=>109, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Ogden_Richards_semiotic_triad_illustrating_the_relationships_between_the_three_major_semiotic_derived_types_of_8220_meaning_8221_/187187", "title"=>"Ogden-Richards semiotic triad, illustrating the relationships between the three major semiotic-derived types of “meaning”.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 01:59:47"}
  • {"files"=>["https://ndownloader.figshare.com/files/516617"], "description"=>"<p>Key components of the KE process.</p>", "links"=>[], "tags"=>["components", "ke"], "article_id"=>187114, "categories"=>["Medicine"], "users"=>["Philip R. O. Payne"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002826.g001", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Key_components_of_the_KE_process_/187114", "title"=>"Key components of the KE process.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 01:58:34"}
  • {"files"=>["https://ndownloader.figshare.com/files/516772"], "description"=>"<p>Practical model for the design and execution of translational informatics projects, illustrating major phases and exemplary input or output resources and data sets.</p>", "links"=>[], "tags"=>["translational", "informatics", "illustrating", "phases", "exemplary", "resources"], "article_id"=>187275, "categories"=>["Medicine"], "users"=>["Philip R. O. Payne"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002826.g003", "stats"=>{"downloads"=>3, "page_views"=>68, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Practical_model_for_the_design_and_execution_of_translational_informatics_projects_illustrating_major_phases_and_exemplary_input_or_output_resources_and_data_sets_/187275", "title"=>"Practical model for the design and execution of translational informatics projects, illustrating major phases and exemplary input or output resources and data sets.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2012-12-27 02:01:15"}
  • {"files"=>["https://ndownloader.figshare.com/files/517031"], "description"=>"<p>Overview of information and knowledge types incumbent to the translational sciences.</p>", "links"=>[], "tags"=>["types", "incumbent", "translational"], "article_id"=>187534, "categories"=>["Medicine"], "users"=>["Philip R. O. Payne"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002826.t001", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Overview_of_information_and_knowledge_types_incumbent_to_the_translational_sciences_/187534", "title"=>"Overview of information and knowledge types incumbent to the translational sciences.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2012-12-27 02:05:34"}

PMC Usage Stats | Further Information

  • {"unique-ip"=>"34", "full-text"=>"37", "pdf"=>"17", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"4", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
  • {"unique-ip"=>"43", "full-text"=>"44", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"12", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
  • {"unique-ip"=>"30", "full-text"=>"30", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
  • {"unique-ip"=>"22", "full-text"=>"24", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
  • {"unique-ip"=>"31", "full-text"=>"41", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
  • {"unique-ip"=>"29", "full-text"=>"43", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
  • {"unique-ip"=>"32", "full-text"=>"37", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
  • {"unique-ip"=>"16", "full-text"=>"14", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
  • {"unique-ip"=>"17", "full-text"=>"15", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
  • {"unique-ip"=>"20", "full-text"=>"19", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
  • {"unique-ip"=>"13", "full-text"=>"16", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
  • {"unique-ip"=>"17", "full-text"=>"14", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
  • {"unique-ip"=>"20", "full-text"=>"16", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
  • {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
  • {"unique-ip"=>"21", "full-text"=>"23", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"5"}
  • {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
  • {"unique-ip"=>"19", "full-text"=>"20", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"20", "full-text"=>"23", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"34", "full-text"=>"42", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"21", "full-text"=>"20", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"16", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
  • {"unique-ip"=>"17", "full-text"=>"15", "pdf"=>"5", "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"=>"9", "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"=>"10", "full-text"=>"12", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"18", "full-text"=>"18", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
  • {"unique-ip"=>"14", "full-text"=>"20", "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"=>"19", "full-text"=>"22", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"4"}
  • {"unique-ip"=>"19", "full-text"=>"21", "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"=>"32", "full-text"=>"22", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2015", "month"=>"6"}
  • {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
  • {"unique-ip"=>"18", "full-text"=>"18", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"17", "full-text"=>"19", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
  • {"unique-ip"=>"21", "full-text"=>"21", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"27", "full-text"=>"30", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"30", "full-text"=>"31", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"30", "full-text"=>"40", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"20", "full-text"=>"21", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"22", "full-text"=>"24", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"24", "full-text"=>"23", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"28", "full-text"=>"30", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"24", "full-text"=>"28", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"25", "full-text"=>"30", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"48", "full-text"=>"55", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"18", "full-text"=>"17", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"23", "full-text"=>"28", "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"=>"33", "full-text"=>"33", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"26", "full-text"=>"27", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"45", "full-text"=>"51", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"40", "full-text"=>"52", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"30", "full-text"=>"37", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"26", "full-text"=>"31", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"11", "full-text"=>"12", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"37", "full-text"=>"37", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"68", "full-text"=>"90", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"13", "year"=>"2017", "month"=>"9"}
  • {"unique-ip"=>"45", "full-text"=>"52", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"44", "full-text"=>"46", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"44", "full-text"=>"52", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"33", "full-text"=>"36", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"43", "full-text"=>"52", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"80", "full-text"=>"130", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"50", "full-text"=>"52", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"53", "full-text"=>"59", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"56", "full-text"=>"63", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"47", "full-text"=>"63", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"56", "full-text"=>"68", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"49", "full-text"=>"56", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"62", "full-text"=>"73", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"63", "full-text"=>"80", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"57", "full-text"=>"106", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"55", "full-text"=>"61", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"83", "full-text"=>"105", "pdf"=>"14", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"45", "full-text"=>"75", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"54", "full-text"=>"85", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"57", "full-text"=>"70", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"47", "full-text"=>"53", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"65", "full-text"=>"68", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"59", "full-text"=>"59", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
  • {"unique-ip"=>"35", "full-text"=>"40", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"66", "full-text"=>"72", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"33", "full-text"=>"38", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"39", "full-text"=>"43", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"46", "full-text"=>"54", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
  • {"unique-ip"=>"41", "full-text"=>"49", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
  • {"unique-ip"=>"43", "full-text"=>"57", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"28", "full-text"=>"33", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}

Relative Metric

{"start_date"=>"2012-01-01T00:00:00Z", "end_date"=>"2012-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences", "average_usage"=>[322, 550, 671, 773, 864, 955, 1048, 1135, 1223, 1308, 1387, 1465, 1534, 1602, 1673, 1744, 1813, 1885, 1955, 2026, 2093, 2160, 2228, 2290, 2349]}, {"subject_area"=>"/Biology and life sciences/Neuroscience", "average_usage"=>[325, 542, 658, 757, 836, 925, 1015, 1095, 1177, 1263, 1338, 1411, 1477, 1537, 1599, 1663, 1726, 1795, 1857, 1921, 1979, 2041, 2099, 2150, 2205]}, {"subject_area"=>"/Biology and life sciences/Psychology", "average_usage"=>[328, 561, 679, 772, 852, 944, 1035, 1122, 1197, 1277, 1354, 1416, 1479, 1549, 1615, 1679, 1740, 1807, 1870, 1937, 1996, 2059, 2118, 2179, 2244]}, {"subject_area"=>"/Computer and information sciences", "average_usage"=>[352, 587, 696, 809, 901, 989, 1072, 1156, 1257, 1334, 1422, 1486, 1555, 1647, 1714, 1780, 1844, 1919, 1997, 2051, 2138, 2198, 2267, 2324, 2391]}, {"subject_area"=>"/Social sciences", "average_usage"=>[354, 585, 710, 810, 904, 998, 1090, 1181, 1268, 1361, 1435, 1525, 1594, 1657, 1731, 1813, 1878, 1948, 2016, 2094, 2158, 2219, 2294, 2347, 2410]}]}
Loading … Spinner
There are currently no alerts