Evaluation of Jackknife and Bootstrap for Defining Confidence Intervals for Pairwise Agreement Measures
- Publication Date
- May 18, 2011
- Journal
- PLOS ONE
- Authors
- Ana Severiano, João A. Carriço, D. Ashley Robinson, Mário Ramirez, et al
- Volume
- 6
- Issue
- 5
- Pages
- e19539
- DOI
- https://dx.plos.org/10.1371/journal.pone.0019539
- Publisher URL
- http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0019539
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/21611165
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3097183
- Europe PMC
- http://europepmc.org/abstract/MED/21611165
- Web of Science
- 000290720200013
- Scopus
- 79956190902
- Mendeley
- http://www.mendeley.com/research/evaluation-jackknife-bootstrap-defining-confidence-intervals-pairwise-agreement-measures
Loading … 

Events
Loading … 

Mendeley | Further Information
{"title"=>"Evaluation of Jackknife and Bootstrap for defining confidence intervals for pairwise agreement measures", "type"=>"journal", "authors"=>[{"first_name"=>"Ana", "last_name"=>"Severiano", "scopus_author_id"=>"37666063000"}, {"first_name"=>"João A.", "last_name"=>"Carriço", "scopus_author_id"=>"8266333200"}, {"first_name"=>"D. Ashley", "last_name"=>"Robinson", "scopus_author_id"=>"8570567000"}, {"first_name"=>"Mário", "last_name"=>"Ramirez", "scopus_author_id"=>"7201568476"}, {"first_name"=>"Francisco R.", "last_name"=>"Pinto", "scopus_author_id"=>"8060679500"}], "year"=>2011, "source"=>"PLoS ONE", "identifiers"=>{"sgr"=>"79956190902", "doi"=>"10.1371/journal.pone.0019539", "pui"=>"361789527", "pmid"=>"21611165", "scopus"=>"2-s2.0-79956190902", "issn"=>"19326203"}, "id"=>"090f3e7f-410f-3ea6-9000-09126ab364ca", "abstract"=>"Several research fields frequently deal with the analysis of diverse classification results of the same entities. This should imply an objective detection of overlaps and divergences between the formed clusters. The congruence between classifications can be quantified by clustering agreement measures, including pairwise agreement measures. Several measures have been proposed and the importance of obtaining confidence intervals for the point estimate in the comparison of these measures has been highlighted. A broad range of methods can be used for the estimation of confidence intervals. However, evidence is lacking about what are the appropriate methods for the calculation of confidence intervals for most clustering agreement measures. Here we evaluate the resampling techniques of bootstrap and jackknife for the calculation of the confidence intervals for clustering agreement measures. Contrary to what has been shown for some statistics, simulations showed that the jackknife performs better than the bootstrap at accurately estimating confidence intervals for pairwise agreement measures, especially when the agreement between partitions is low. The coverage of the jackknife confidence interval is robust to changes in cluster number and cluster size distribution.", "link"=>"http://www.mendeley.com/research/evaluation-jackknife-bootstrap-defining-confidence-intervals-pairwise-agreement-measures", "reader_count"=>43, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>2, "Student > Doctoral Student"=>1, "Researcher"=>6, "Student > Ph. D. Student"=>17, "Student > Postgraduate"=>3, "Student > Master"=>7, "Student > Bachelor"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>2}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>2, "Student > Doctoral Student"=>1, "Researcher"=>6, "Student > Ph. D. Student"=>17, "Student > Postgraduate"=>3, "Student > Master"=>7, "Student > Bachelor"=>4, "Lecturer > Senior Lecturer"=>1, "Professor"=>2}, "reader_count_by_subject_area"=>{"Unspecified"=>1, "Agricultural and Biological Sciences"=>18, "Veterinary Science and Veterinary Medicine"=>1, "Chemistry"=>1, "Computer Science"=>5, "Engineering"=>2, "Environmental Science"=>3, "Biochemistry, Genetics and Molecular Biology"=>3, "Mathematics"=>1, "Medicine and Dentistry"=>2, "Neuroscience"=>2, "Pharmacology, Toxicology and Pharmaceutical Science"=>1, "Psychology"=>3}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>2}, "Psychology"=>{"Psychology"=>3}, "Mathematics"=>{"Mathematics"=>1}, "Unspecified"=>{"Unspecified"=>1}, "Environmental Science"=>{"Environmental Science"=>3}, "Pharmacology, Toxicology and Pharmaceutical Science"=>{"Pharmacology, Toxicology and Pharmaceutical Science"=>1}, "Engineering"=>{"Engineering"=>2}, "Chemistry"=>{"Chemistry"=>1}, "Neuroscience"=>{"Neuroscience"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>18}, "Computer Science"=>{"Computer Science"=>5}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>3}, "Veterinary Science and Veterinary Medicine"=>{"Veterinary Science and Veterinary Medicine"=>1}}, "reader_count_by_country"=>{"United States"=>3, "Brazil"=>2, "United Kingdom"=>2, "France"=>1, "Portugal"=>2, "Switzerland"=>1, "India"=>1}, "group_count"=>3}CrossRef
- http://doi.org/10.1177/2167696815593183
- http://doi.org/10.1007/s11306-019-1520-7
- http://doi.org/10.1186/1471-2105-14-148
- http://doi.org/10.1093/cercor/bhz280
- http://doi.org/10.1016/j.pnpbp.2020.109907
- http://doi.org/10.1016/j.meegid.2013.08.029
- http://doi.org/10.1371/journal.pone.0136998
- http://doi.org/10.1099/jmm.0.000540
- http://doi.org/10.1145/3385530
- http://doi.org/10.3141/2343-06
- http://doi.org/10.1128/JCM.03466-13
- http://doi.org/10.1111/ecog.00880
- http://doi.org/10.1128/JCM.00271-11
- http://doi.org/10.1016/j.meegid.2013.06.020
- http://doi.org/10.1016/j.fm.2018.01.004
- http://doi.org/10.1016/j.csbj.2020.10.005
- http://doi.org/10.1128/JCM.00624-11
- http://doi.org/10.1093/infdis/jiaa558
- http://doi.org/10.1111/jam.14722
- http://doi.org/10.3389/fmicb.2018.00471
- http://doi.org/10.1016/j.cell.2020.02.043
- http://doi.org/10.1111/omi.12254
- http://doi.org/10.1007/s10928-012-9277-x
- http://doi.org/10.1111/joss.12061
- http://doi.org/10.1016/j.meegid.2014.08.003
- http://doi.org/10.1371/journal.pone.0145223
- http://doi.org/10.1016/j.mimet.2017.04.012
- http://doi.org/10.3390/ani10050838
- http://doi.org/10.1128/AEM.00583-16
- http://doi.org/10.1126/scisignal.aar2125
- http://doi.org/10.1016/j.ijfoodmicro.2018.03.010
- http://doi.org/10.1016/j.ijfoodmicro.2018.04.004
- http://doi.org/10.1111/geb.13080
Scopus | Further Information
{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/79956190902"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/79956190902?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=79956190902&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=79956190902&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/79956190902", "dc:identifier"=>"SCOPUS_ID:79956190902", "eid"=>"2-s2.0-79956190902", "dc:title"=>"Evaluation of Jackknife and Bootstrap for defining confidence intervals for pairwise agreement measures", "dc:creator"=>"Severiano A.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"6", "prism:issueIdentifier"=>"5", "prism:pageRange"=>nil, "prism:coverDate"=>"2011-05-24", "prism:coverDisplayDate"=>"2011", "prism:doi"=>"10.1371/journal.pone.0019539", "citedby-count"=>"43", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"University of Lisbon Faculty of Medicine, Institute of Molecular Medicine", "affiliation-city"=>"Lisbon", "affiliation-country"=>"Portugal"}], "pubmed-id"=>"21611165", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e19539", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true, "freetoread"=>{"value"=>[{"$"=>"all"}, {"$"=>"publisherfullgold"}, {"$"=>"repository"}, {"$"=>"repositoryvor"}, {"$"=>"repositoryam"}]}, "freetoreadLabel"=>{"value"=>[{"$"=>"All Open Access"}, {"$"=>"Gold"}, {"$"=>"Green"}]}}- {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0019539", "share_count"=>1, "like_count"=>0, "comment_count"=>7, "click_count"=>0, "total_count"=>8}
Counter
- {"month"=>"5", "year"=>"2011", "pdf_views"=>"25", "xml_views"=>"5", "html_views"=>"141"}
- {"month"=>"6", "year"=>"2011", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"38"}
- {"month"=>"7", "year"=>"2011", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"29"}
- {"month"=>"8", "year"=>"2011", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"42"}
- {"month"=>"9", "year"=>"2011", "pdf_views"=>"5", "xml_views"=>"5", "html_views"=>"48"}
- {"month"=>"10", "year"=>"2011", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"42"}
- {"month"=>"11", "year"=>"2011", "pdf_views"=>"13", "xml_views"=>"4", "html_views"=>"52"}
- {"month"=>"12", "year"=>"2011", "pdf_views"=>"6", "xml_views"=>"2", "html_views"=>"39"}
- {"month"=>"1", "year"=>"2012", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"65"}
- {"month"=>"2", "year"=>"2012", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"79"}
- {"month"=>"3", "year"=>"2012", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"69"}
- {"month"=>"4", "year"=>"2012", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"57"}
- {"month"=>"5", "year"=>"2012", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"37"}
- {"month"=>"6", "year"=>"2012", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"26"}
- {"month"=>"7", "year"=>"2012", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"46"}
- {"month"=>"8", "year"=>"2012", "pdf_views"=>"11", "xml_views"=>"5", "html_views"=>"92"}
- {"month"=>"9", "year"=>"2012", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"50"}
- {"month"=>"10", "year"=>"2012", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"64"}
- {"month"=>"11", "year"=>"2012", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"82"}
- {"month"=>"12", "year"=>"2012", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"31"}
- {"month"=>"1", "year"=>"2013", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"54"}
- {"month"=>"2", "year"=>"2013", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"39"}
- {"month"=>"3", "year"=>"2013", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"4", "year"=>"2013", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"41"}
- {"month"=>"5", "year"=>"2013", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"44"}
- {"month"=>"6", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"33"}
- {"month"=>"7", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"51"}
- {"month"=>"8", "year"=>"2013", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"56"}
- {"month"=>"9", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"42"}
- {"month"=>"10", "year"=>"2013", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"70"}
- {"month"=>"11", "year"=>"2013", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"61"}
- {"month"=>"12", "year"=>"2013", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"89"}
- {"month"=>"1", "year"=>"2014", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"62"}
- {"month"=>"2", "year"=>"2014", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"63"}
- {"month"=>"3", "year"=>"2014", "pdf_views"=>"8", "xml_views"=>"2", "html_views"=>"56"}
- {"month"=>"4", "year"=>"2014", "pdf_views"=>"7", "xml_views"=>"2", "html_views"=>"105"}
- {"month"=>"5", "year"=>"2014", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"96"}
- {"month"=>"6", "year"=>"2014", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"58"}
- {"month"=>"7", "year"=>"2014", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"40"}
- {"month"=>"8", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"2", "html_views"=>"28"}
- {"month"=>"9", "year"=>"2014", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"50"}
- {"month"=>"10", "year"=>"2014", "pdf_views"=>"6", "xml_views"=>"1", "html_views"=>"69"}
- {"month"=>"11", "year"=>"2014", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"64"}
- {"month"=>"12", "year"=>"2014", "pdf_views"=>"8", "xml_views"=>"2", "html_views"=>"62"}
- {"month"=>"1", "year"=>"2015", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"31"}
- {"month"=>"2", "year"=>"2015", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"25"}
- {"month"=>"3", "year"=>"2015", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"41"}
- {"month"=>"4", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"41"}
- {"month"=>"5", "year"=>"2015", "pdf_views"=>"10", "xml_views"=>"1", "html_views"=>"33"}
- {"month"=>"6", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"25"}
- {"month"=>"7", "year"=>"2015", "pdf_views"=>"0", "xml_views"=>"0", "html_views"=>"31"}
- {"month"=>"8", "year"=>"2015", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"37"}
- {"month"=>"9", "year"=>"2015", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"27"}
- {"month"=>"10", "year"=>"2015", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"55"}
- {"month"=>"11", "year"=>"2015", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"40"}
- {"month"=>"12", "year"=>"2015", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"49"}
- {"month"=>"1", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"37"}
- {"month"=>"2", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"36"}
- {"month"=>"3", "year"=>"2016", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"45"}
- {"month"=>"4", "year"=>"2016", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"39"}
- {"month"=>"5", "year"=>"2016", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"21"}
- {"month"=>"6", "year"=>"2016", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"7", "year"=>"2016", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"27"}
- {"month"=>"8", "year"=>"2016", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"9", "year"=>"2016", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"42"}
- {"month"=>"10", "year"=>"2016", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"37"}
- {"month"=>"11", "year"=>"2016", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"35"}
- {"month"=>"12", "year"=>"2016", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"47"}
- {"month"=>"1", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"30"}
- {"month"=>"2", "year"=>"2017", "pdf_views"=>"17", "xml_views"=>"0", "html_views"=>"66"}
- {"month"=>"3", "year"=>"2017", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"98"}
- {"month"=>"4", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"85"}
- {"month"=>"5", "year"=>"2017", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"81"}
- {"month"=>"6", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"76"}
- {"month"=>"7", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"60"}
- {"month"=>"8", "year"=>"2017", "pdf_views"=>"9", "xml_views"=>"3", "html_views"=>"70"}
- {"month"=>"9", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"34"}
- {"month"=>"10", "year"=>"2017", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"95"}
- {"month"=>"11", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"73"}
- {"month"=>"12", "year"=>"2017", "pdf_views"=>"8", "xml_views"=>"2", "html_views"=>"61"}
- {"month"=>"1", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"42"}
- {"month"=>"2", "year"=>"2018", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"35"}
- {"month"=>"3", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"40"}
- {"month"=>"4", "year"=>"2018", "pdf_views"=>"23", "xml_views"=>"2", "html_views"=>"62"}
- {"month"=>"5", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"49"}
- {"month"=>"6", "year"=>"2018", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"26"}
- {"month"=>"7", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"3", "html_views"=>"31"}
- {"month"=>"8", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"31"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"17", "xml_views"=>"2", "html_views"=>"37"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"1", "html_views"=>"39"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"3", "xml_views"=>"1", "html_views"=>"40"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"21"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"21"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"34"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"11", "xml_views"=>"5", "html_views"=>"44"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"29"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"25"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"16"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"6", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"1", "html_views"=>"38"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"2", "html_views"=>"29"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"35"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"51"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"72", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"65", "xml_views"=>"2", "html_views"=>"33"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"29"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"10", "xml_views"=>"4", "html_views"=>"20"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"17"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"27"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"20"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"14"}
PMC Usage Stats | Further Information
- {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"6", "unique-ip"=>"6", "pdf"=>"3", "year"=>"2011", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"1", "abstract"=>"0", "full-text"=>"23", "year"=>"2011", "pdf"=>"7", "unique-ip"=>"17", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"7", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"11", "unique-ip"=>"11", "pdf"=>"7", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"8", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"2", "full-text"=>"20", "year"=>"2011", "pdf"=>"7", "unique-ip"=>"18", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"9", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"19", "unique-ip"=>"17", "pdf"=>"10", "year"=>"2011", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"1"}
- {"month"=>"10", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"8", "year"=>"2011", "pdf"=>"2", "unique-ip"=>"10", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"11", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"10", "unique-ip"=>"10", "pdf"=>"4", "year"=>"2011", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"12", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"9", "year"=>"2011", "pdf"=>"9", "unique-ip"=>"9", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"2"}
- {"scanned-page-browse"=>"0", "month"=>"1", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"5", "unique-ip"=>"7", "pdf"=>"1", "year"=>"2012", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"11", "year"=>"2012", "pdf"=>"2", "unique-ip"=>"10", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"1"}
- {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"17", "unique-ip"=>"14", "pdf"=>"7", "year"=>"2012", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"1"}
- {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"9", "year"=>"2012", "pdf"=>"0", "unique-ip"=>"9", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"8", "unique-ip"=>"12", "pdf"=>"3", "year"=>"2012", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"1", "abstract"=>"2", "full-text"=>"9", "year"=>"2012", "pdf"=>"8", "unique-ip"=>"12", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"7"}
- {"unique-ip"=>"10", "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"=>"8"}
- {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"0", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"9"}
- {"unique-ip"=>"14", "full-text"=>"14", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"10"}
- {"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"=>"2012", "month"=>"12"}
- {"unique-ip"=>"13", "full-text"=>"15", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
- {"unique-ip"=>"13", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
- {"unique-ip"=>"14", "full-text"=>"13", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2013", "month"=>"2"}
- {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
- {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
- {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"9", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
- {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
- {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"9", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
- {"unique-ip"=>"5", "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"=>"8"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"9", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
- {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"2", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
- {"unique-ip"=>"5", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
- {"unique-ip"=>"6", "full-text"=>"7", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
- {"unique-ip"=>"12", "full-text"=>"18", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
- {"unique-ip"=>"17", "full-text"=>"15", "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"=>"21", "full-text"=>"27", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
- {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
- {"unique-ip"=>"31", "full-text"=>"32", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
- {"unique-ip"=>"24", "full-text"=>"24", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"28", "full-text"=>"27", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
- {"unique-ip"=>"34", "full-text"=>"35", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"38", "full-text"=>"42", "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"=>"38", "full-text"=>"43", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
- {"unique-ip"=>"27", "full-text"=>"29", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"8"}
- {"unique-ip"=>"20", "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"=>"9"}
- {"unique-ip"=>"21", "full-text"=>"20", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
- {"unique-ip"=>"19", "full-text"=>"19", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
- {"unique-ip"=>"24", "full-text"=>"18", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"4", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
- {"unique-ip"=>"20", "full-text"=>"18", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
- {"unique-ip"=>"27", "full-text"=>"29", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"18", "full-text"=>"12", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"unique-ip"=>"17", "full-text"=>"17", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
- {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"43", "full-text"=>"49", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"11"}
- {"unique-ip"=>"19", "full-text"=>"24", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
- {"unique-ip"=>"22", "full-text"=>"25", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
- {"unique-ip"=>"41", "full-text"=>"60", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2016", "month"=>"3"}
- {"unique-ip"=>"35", "full-text"=>"52", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
- {"unique-ip"=>"32", "full-text"=>"37", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
- {"unique-ip"=>"16", "full-text"=>"26", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
- {"unique-ip"=>"15", "full-text"=>"16", "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"=>"33", "full-text"=>"39", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
- {"unique-ip"=>"20", "full-text"=>"21", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
- {"unique-ip"=>"27", "full-text"=>"30", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
- {"unique-ip"=>"16", "full-text"=>"17", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
- {"unique-ip"=>"23", "full-text"=>"27", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
- {"unique-ip"=>"12", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"1"}
- {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
- {"unique-ip"=>"19", "full-text"=>"19", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
- {"unique-ip"=>"26", "full-text"=>"27", "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"=>"21", "full-text"=>"24", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
- {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
- {"unique-ip"=>"14", "full-text"=>"15", "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"=>"22", "full-text"=>"23", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"8"}
- {"unique-ip"=>"18", "full-text"=>"18", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
- {"unique-ip"=>"29", "full-text"=>"28", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
- {"unique-ip"=>"16", "full-text"=>"16", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
- {"unique-ip"=>"28", "full-text"=>"32", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
- {"unique-ip"=>"21", "full-text"=>"24", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
- {"unique-ip"=>"39", "full-text"=>"40", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
- {"unique-ip"=>"32", "full-text"=>"37", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
- {"unique-ip"=>"54", "full-text"=>"60", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
- {"unique-ip"=>"36", "full-text"=>"37", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
- {"unique-ip"=>"46", "full-text"=>"49", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
- {"unique-ip"=>"20", "full-text"=>"19", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
- {"unique-ip"=>"49", "full-text"=>"51", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
- {"unique-ip"=>"48", "full-text"=>"51", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
- {"unique-ip"=>"50", "full-text"=>"71", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
- {"unique-ip"=>"56", "full-text"=>"71", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
- {"unique-ip"=>"52", "full-text"=>"59", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
- {"unique-ip"=>"32", "full-text"=>"37", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
- {"unique-ip"=>"25", "full-text"=>"28", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
- {"unique-ip"=>"38", "full-text"=>"45", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
- {"unique-ip"=>"46", "full-text"=>"42", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
- {"unique-ip"=>"41", "full-text"=>"47", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
- {"unique-ip"=>"34", "full-text"=>"34", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
- {"unique-ip"=>"41", "full-text"=>"47", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"10"}
- {"unique-ip"=>"34", "full-text"=>"36", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
- {"unique-ip"=>"40", "full-text"=>"43", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"10", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
- {"unique-ip"=>"42", "full-text"=>"47", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
- {"unique-ip"=>"49", "full-text"=>"59", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
- {"unique-ip"=>"44", "full-text"=>"50", "pdf"=>"8", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
- {"unique-ip"=>"39", "full-text"=>"40", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
- {"unique-ip"=>"29", "full-text"=>"36", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
- {"unique-ip"=>"14", "full-text"=>"14", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
- {"unique-ip"=>"19", "full-text"=>"27", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
- {"unique-ip"=>"27", "full-text"=>"29", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
- {"unique-ip"=>"25", "full-text"=>"23", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"11"}
- {"unique-ip"=>"24", "full-text"=>"25", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"12"}
Relative Metric
{"start_date"=>"2011-01-01T00:00:00Z", "end_date"=>"2011-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Ecology", "average_usage"=>[328, 524, 638, 721, 822, 922, 1007, 1090, 1169, 1236, 1294, 1369, 1443, 1516, 1581, 1642, 1713, 1795, 1860, 1934, 1983, 2054, 2125, 2211, 2268, 2328, 2388, 2472, 2549, 2605, 2675, 2735, 2819, 2887, 2957, 3027, 3086]}, {"subject_area"=>"/Social sciences/Linguistics", "average_usage"=>[300, 545, 642, 749, 828, 922, 982, 1067, 1129, 1185, 1252, 1315, 1376, 1428, 1494, 1543, 1615, 1689, 1779, 1843, 1869, 1921, 2006, 2092, 2145, 2210, 2271, 2320, 2378, 2437, 2510, 2588, 2709, 2752, 2787, 2885, 2955]}]}Loading … 

There are currently no alerts