Statistical Resolution of Ambiguous HLA Typing Data
Publication Date
February 29, 2008
Journal
PLOS Computational Biology
Authors
Jennifer Listgarten, Zabrina Brumme, Carl Kadie, Gao Xiaojiang, et al
Volume
4
Issue
2
Pages
e1000016
DOI
http://doi.org/10.1371/journal.pcbi.1000016
Publisher URL
http://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1000016
PubMed
http://www.ncbi.nlm.nih.gov/pubmed/18392148
PubMed Central
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2289775
Europe PMC
http://europepmc.org/abstract/MED/18392148
Web of Science
000269692800016
Scopus
40149089453
Mendeley
http://www.mendeley.com/research/statistical-resolution-ambiguous-hla-typing-data
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Mendeley | Further Information

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CrossRef

Scopus | Further Information

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Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/936239"], "description"=>"<p>Abbreviations are: S = softmax, RM = regularized multinomial, M = non-regularized multinomial, AM = allele marginals. A total of 468 alleles were masked in the test set.</p>", "links"=>[], "tags"=>["dbmhc", "irish"], "article_id"=>606683, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g007", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Four_loci_dbMHC_Irish_data_/606683", "title"=>"Four-loci, dbMHC Irish data.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:55:47"}
  • {"files"=>["https://ndownloader.figshare.com/files/935907"], "description"=>"<p>Abbreviations are: SSC = softmax+simple+conjunctive, SS = softmax+simple, S = simple, RM = regularized multinomial, M = non-regularized multinomial, AM = allele marginals, S = separate. The number of masked alleles in the test set was 514. For all methods, except ‘separate’, a single model was trained on data from all ethnicities.</p>", "links"=>[], "tags"=>["population-augmented"], "article_id"=>606344, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g003", "stats"=>{"downloads"=>2, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Results_for_population_augmented_model_/606344", "title"=>"Results for population-augmented model.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:53:50"}
  • {"files"=>["https://ndownloader.figshare.com/files/935998"], "description"=>"<p>Top two rows are for the Hispanic data set; bottom two rows are for the European data set. Within each of these, the top row is the geometric mean probabilities, and the bottom row shows the percent correct MAP predictions. The number of masked alleles, respectively, in the Hispanic 30% and loci masks (A,B,C), was 306 and 354. The number of masked alleles, respectively, in the European 30% and loci masks (A,B,C), was 2669 and 3012.</p>", "links"=>[], "tags"=>["Computational biology", "genetics and genomics/bioinformatics", "genetics and genomics/genetics of the immune system", "hematology/bone marrow and stem cell transplantation", "immunology", "infectious diseases/epidemiology and control of infectious diseases", "infectious diseases/hiv infection and aids"], "article_id"=>606435, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g004", "stats"=>{"downloads"=>1, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sensitivity_to_Variable_Ordering_/606435", "title"=>"Sensitivity to Variable Ordering.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:54:16"}
  • {"files"=>["https://ndownloader.figshare.com/files/936325"], "description"=>"<p>Summary of dbMHC Data</p>", "links"=>[], "tags"=>["dbmhc"], "article_id"=>606766, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.t002", "stats"=>{"downloads"=>0, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Summary_of_dbMHC_Data_/606766", "title"=>"Summary of dbMHC Data", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-21 10:56:21"}
  • {"files"=>["https://ndownloader.figshare.com/files/936296"], "description"=>"<p>Summary of Private Data</p>", "links"=>[], "tags"=>["Computational biology", "genetics and genomics/bioinformatics", "genetics and genomics/genetics of the immune system", "hematology/bone marrow and stem cell transplantation", "immunology", "infectious diseases/epidemiology and control of infectious diseases", "infectious diseases/hiv infection and aids"], "article_id"=>606731, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.t001", "stats"=>{"downloads"=>1, "page_views"=>2, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Summary_of_Private_Data_/606731", "title"=>"Summary of Private Data", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-21 10:56:06"}
  • {"files"=>["https://ndownloader.figshare.com/files/936183"], "description"=>"<p>Each set of grouped bars represents, from darkest to lightest, respectively, 100% mask with softmax model, 100% mask with allele marginals model, 30% mask with softmax model, 30% mask with allele marginals model. The number of masked alleles for the 100% mask was 4254, 1429, and 1062, and for the 30% mask, 1287, 477, and 306, in the African, Asian, and Hispanic test sets, respectively.</p>", "links"=>[], "tags"=>["Computational biology", "genetics and genomics/bioinformatics", "genetics and genomics/genetics of the immune system", "hematology/bone marrow and stem cell transplantation", "immunology", "infectious diseases/epidemiology and control of infectious diseases", "infectious diseases/hiv infection and aids"], "article_id"=>606620, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g006", "stats"=>{"downloads"=>1, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Low_Resolution_Prediction_/606620", "title"=>"Low Resolution Prediction.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:55:26"}
  • {"files"=>["https://ndownloader.figshare.com/files/935854"], "description"=>"<p>Top row shows the geometric mean probabilities; the bottom row shows the percentage of correct MAP predictions.</p>", "links"=>[], "tags"=>["european", "african"], "article_id"=>606295, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g002", "stats"=>{"downloads"=>0, "page_views"=>1, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Sensitivity_to_training_data_set_size_for_the_European_and_African_data_sets_/606295", "title"=>"Sensitivity to training data set size for the European and African data sets.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:53:30"}
  • {"files"=>["https://ndownloader.figshare.com/files/936123"], "description"=>"<p>Each set of grouped bars, from darkest to lightest, represents, respectively, A-masking, B-masking, and C-masking. The number of masked alleles in each masking was 3012, 1418, 528, and 354, respectively, for the European, African, Asian, and Hispanic test sets.</p>", "links"=>[], "tags"=>["predictive"], "article_id"=>606565, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g005", "stats"=>{"downloads"=>3, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Locus_Specific_Predictive_Accuracy_/606565", "title"=>"Locus-Specific Predictive Accuracy.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:55:07"}
  • {"files"=>["https://ndownloader.figshare.com/files/935789"], "description"=>"<p>Each set of grouped bars represents the four different modeling approaches. From darkest to lightest: softmax, regularized multinomial, unregularized multinomial, allele marginal. The number of masked alleles, respectively, in the European, African, Asian, and Hispanic data sets was 2669, 1287, 477, and 306, respectively.</p>", "links"=>[], "tags"=>["separately"], "article_id"=>606230, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.g001", "stats"=>{"downloads"=>1, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Results_on_private_data_separately_for_each_ethnicity_/606230", "title"=>"Results on private data, separately for each ethnicity.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-21 10:53:08"}
  • {"files"=>["https://ndownloader.figshare.com/files/936363"], "description"=>"*<p>Denotes the method that performed better (except for the last row, where the allele marginals perform better than the unregularized multinomial on the log likelihood, but worse on the number of correct MAP predictions.</p>", "links"=>[], "tags"=>["separately"], "article_id"=>606803, "categories"=>["Biological Sciences", "Genetics", "Cell Biology", "Immunology", "Medicine"], "users"=>["Jennifer Listgarten", "Zabrina Brumme", "Carl Kadie", "Gao Xiaojiang", "Bruce Walker", "Mary Carrington", "Philip Goulder", "David Heckerman"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1000016.t003", "stats"=>{"downloads"=>1, "page_views"=>3, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Statistical_Significance_Results_on_Private_Data_Separately_for_Each_Ethnicity_/606803", "title"=>"Statistical Significance Results on Private Data, Separately for Each Ethnicity.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2013-02-21 10:56:32"}

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  • {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
  • {"unique-ip"=>"3", "full-text"=>"3", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
  • {"unique-ip"=>"2", "full-text"=>"3", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
  • {"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"=>"2014", "month"=>"3"}
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  • {"unique-ip"=>"6", "full-text"=>"15", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
  • {"unique-ip"=>"10", "full-text"=>"6", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
  • {"unique-ip"=>"14", "full-text"=>"33", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
  • {"unique-ip"=>"14", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
  • {"unique-ip"=>"11", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
  • {"unique-ip"=>"7", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"6", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
  • {"unique-ip"=>"10", "full-text"=>"13", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
  • {"unique-ip"=>"6", "full-text"=>"8", "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"=>"11", "full-text"=>"16", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
  • {"unique-ip"=>"11", "full-text"=>"15", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
  • {"unique-ip"=>"11", "full-text"=>"17", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
  • {"unique-ip"=>"18", "full-text"=>"20", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"7"}
  • {"unique-ip"=>"16", "full-text"=>"18", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
  • {"unique-ip"=>"17", "full-text"=>"24", "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"=>"16", "full-text"=>"15", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
  • {"unique-ip"=>"19", "full-text"=>"19", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"8", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"9", "full-text"=>"14", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
  • {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"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"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"10", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"unique-ip"=>"6", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"9", "full-text"=>"5", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"16", "full-text"=>"12", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"7", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"13", "full-text"=>"14", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"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"=>"2017", "month"=>"7"}
  • {"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"=>"8"}
  • {"unique-ip"=>"8", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
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Relative Metric

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