A Network Extension of Species Occupancy Models in a Patchy Environment Applied to the Yosemite Toad (Anaxyrus canorus)
- Publication Date
- August 12, 2013
- Journal
- PLOS ONE
- Authors
- Eric L. Berlow, Roland A. Knapp, Steven M. Ostoja, Richard J. Williams, et al
- Volume
- 8
- Issue
- 8
- Pages
- e72200
- DOI
- https://dx.plos.org/10.1371/journal.pone.0072200
- Publisher URL
- http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0072200
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/23951296
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3741202
- Europe PMC
- http://europepmc.org/abstract/MED/23951296
- Web of Science
- 000323097300182
- Scopus
- 84881497360
- Mendeley
- http://www.mendeley.com/research/network-extension-species-occupancy-models-patchy-environment-applied-yosemite-toad-anaxyrus-canorus
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Mendeley | Further Information
{"title"=>"A Network Extension of Species Occupancy Models in a Patchy Environment Applied to the Yosemite Toad (Anaxyrus canorus)", "type"=>"journal", "authors"=>[{"first_name"=>"Eric L.", "last_name"=>"Berlow", "scopus_author_id"=>"6602671674"}, {"first_name"=>"Roland A.", "last_name"=>"Knapp", "scopus_author_id"=>"7201853267"}, {"first_name"=>"Steven M.", "last_name"=>"Ostoja", "scopus_author_id"=>"30267899300"}, {"first_name"=>"Richard J.", "last_name"=>"Williams", "scopus_author_id"=>"55612751800"}, {"first_name"=>"Heather", "last_name"=>"McKenny", "scopus_author_id"=>"55820569500"}, {"first_name"=>"John R.", "last_name"=>"Matchett", "scopus_author_id"=>"6603189888"}, {"first_name"=>"Qinghua", "last_name"=>"Guo", "scopus_author_id"=>"56390927100"}, {"first_name"=>"Gary M.", "last_name"=>"Fellers", "scopus_author_id"=>"6603917765"}, {"first_name"=>"Patrick", "last_name"=>"Kleeman", "scopus_author_id"=>"6604031642"}, {"first_name"=>"Matthew L.", "last_name"=>"Brooks", "scopus_author_id"=>"7201999426"}, {"first_name"=>"Lucas", "last_name"=>"Joppa", "scopus_author_id"=>"23566616300"}], "year"=>2013, "source"=>"PLoS ONE", "identifiers"=>{"pui"=>"369566288", "issn"=>"19326203", "isbn"=>"1932-6203", "doi"=>"10.1371/journal.pone.0072200", "scopus"=>"2-s2.0-84881497360", "pmid"=>"23951296", "sgr"=>"84881497360"}, "id"=>"66b72e89-7d4a-34df-8d66-7b6f2b6e0d37", "abstract"=>"A central challenge of conservation biology is using limited data to predict rare species occurrence and identify conservation areas that play a disproportionate role in regional persistence. Where species occupy discrete patches in a landscape, such predictions require data about environmental quality of individual patches and the connectivity among high quality patches. We present a novel extension to species occupancy modeling that blends traditional predictions of individual patch environmental quality with network analysis to estimate connectivity characteristics using limited survey data. We demonstrate this approach using environmental and geospatial attributes to predict observed occupancy patterns of the Yosemite toad (Anaxyrus (= Bufo) canorus) across >2,500 meadows in Yosemite National Park (USA). A. canorus, a Federal Proposed Species, breeds in shallow water associated with meadows. Our generalized linear model (GLM) accurately predicted ~84% of true presence-absence data on a subset of data withheld for testing. The predicted environmental quality of each meadow was iteratively 'boosted' by the quality of neighbors within dispersal distance. We used this park-wide meadow connectivity network to estimate the relative influence of an individual Meadow's 'environmental quality' versus its 'network quality' to predict: a) clusters of high quality breeding meadows potentially linked by dispersal, b) breeding meadows with high environmental quality that are isolated from other such meadows, c) breeding meadows with lower environmental quality where long-term persistence may critically depend on the network neighborhood, and d) breeding meadows with the biggest impact on park-wide breeding patterns. Combined with targeted data on dispersal, genetics, disease, and other potential stressors, these results can guide designation of core conservation areas for A. canorus in Yosemite National Park.", "link"=>"http://www.mendeley.com/research/network-extension-species-occupancy-models-patchy-environment-applied-yosemite-toad-anaxyrus-canorus", "reader_count"=>48, "reader_count_by_academic_status"=>{"Professor > Associate Professor"=>3, "Researcher"=>17, "Student > Ph. D. Student"=>9, "Student > Postgraduate"=>3, "Other"=>6, "Student > Master"=>6, "Student > Bachelor"=>2, "Professor"=>2}, "reader_count_by_user_role"=>{"Professor > Associate Professor"=>3, "Researcher"=>17, "Student > Ph. D. Student"=>9, "Student > Postgraduate"=>3, "Other"=>6, "Student > Master"=>6, "Student > Bachelor"=>2, "Professor"=>2}, "reader_count_by_subject_area"=>{"Unspecified"=>2, "Environmental Science"=>16, "Biochemistry, Genetics and Molecular Biology"=>2, "Mathematics"=>1, "Agricultural and Biological Sciences"=>22, "Computer Science"=>2, "Earth and Planetary Sciences"=>3}, "reader_count_by_subdiscipline"=>{"Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>22}, "Computer Science"=>{"Computer Science"=>2}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>2}, "Mathematics"=>{"Mathematics"=>1}, "Unspecified"=>{"Unspecified"=>2}, "Environmental Science"=>{"Environmental Science"=>16}}, "reader_count_by_country"=>{"Canada"=>1, "United States"=>7, "South Africa"=>1, "Italy"=>1, "United Kingdom"=>1, "Chile"=>1, "Spain"=>1, "Indonesia"=>1}, "group_count"=>3}CrossRef
- http://doi.org/10.1670/14-014
- http://doi.org/10.1038/srep10702
- http://doi.org/10.1002/eap.1574
- http://doi.org/10.1371/journal.pone.0106058
- http://doi.org/10.1002/ecs2.1673
- http://doi.org/10.1371/journal.pone.0178536
- http://doi.org/10.1111/evo.13868
- http://doi.org/10.1111/ele.12356
- http://doi.org/10.1643/CH-15-290
Scopus | Further Information
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- {"id"=>"367319142346407937", "text"=>"Using satellite data and #network analysis to hopefully save a species in Yosemite: http://t.co/MXktSc70eb", "created_at"=>"2013-08-13T16:18:02Z", "user"=>"ericberlow", "user_name"=>"Eric Berlow", "user_profile_image"=>"http://a0.twimg.com/profile_images/2471523752/upt3jpzlwji5jv8vg7l3_normal.jpeg"}
- {"id"=>"367323456368414720", "text"=>"RT @ericberlow: Using satellite data and #network analysis to hopefully save a species in Yosemite: http://t.co/MXktSc70eb", "created_at"=>"2013-08-13T16:35:11Z", "user"=>"sumdp", "user_name"=>"dp", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000181791750/f9abdc5b224a300db15c717e6b5e953f_normal.jpeg"}
- {"id"=>"367330453495103488", "text"=>"Applying network analysis to hopefully help save a species in Yosemite: http://t.co/nzGCAWZit7 by @ericberlow in @PLOSONE", "created_at"=>"2013-08-13T17:02:59Z", "user"=>"Jeff_d_corbin", "user_name"=>"Jeff Corbin", "user_profile_image"=>"http://a0.twimg.com/profile_images/1859849836/D_TheCollege_WIP_Corbin2_small_normal.jpg"}
- {"id"=>"367386256574906368", "text"=>"RT @Jeff_d_corbin: Applying network analysis to hopefully help save a species in Yosemite: http://t.co/nzGCAWZit7 by @ericberlow in @PLOSONE", "created_at"=>"2013-08-13T20:44:43Z", "user"=>"PLOSONE", "user_name"=>"PLOS ONE", "user_profile_image"=>"http://a0.twimg.com/profile_images/2429958559/mzjl6as5u2m09r2erof6_normal.jpeg"}
- {"id"=>"367396431902302208", "text"=>"RT @Jeff_d_corbin: Applying network analysis to hopefully help save a species in Yosemite: http://t.co/nzGCAWZit7 by @ericberlow in @PLOSONE", "created_at"=>"2013-08-13T21:25:09Z", "user"=>"Biology_SCSU", "user_name"=>"Biology_SCSU_NHV", "user_profile_image"=>"http://a0.twimg.com/profile_images/2979915218/0c4a32b368296d4d5a527fd3959c86db_normal.png"}
- {"id"=>"367420251010367488", "text"=>"Value of data reuse\"@Jeff_d_corbin: Applying network analysis ... species in Yosemite: http://t.co/lpxjfCcJPa by @ericberlow in @PLOSONE\"", "created_at"=>"2013-08-13T22:59:48Z", "user"=>"TERN_AEKOS", "user_name"=>"AEKOS", "user_profile_image"=>"http://a0.twimg.com/profile_images/2647463541/c3a7804a636f609f63df7dcbbcd551cc_normal.jpeg"}
- {"id"=>"367421658992107520", "text"=>"RT @TERN_AEKOS: Value of data reuse\"@Jeff_d_corbin: Applying network analysis ... species in Yosemite: http://t.co/lpxjfCcJPa by @ericberlo…", "created_at"=>"2013-08-13T23:05:24Z", "user"=>"PLOS", "user_name"=>"PLOS", "user_profile_image"=>"http://a0.twimg.com/profile_images/2424363764/2etoq0zjwxicokm1woge_normal.jpeg"}
- {"id"=>"367428511033602051", "text"=>"RT @TERN_AEKOS: Value of data reuse\"@Jeff_d_corbin: Applying network analysis ... species in Yosemite: http://t.co/lpxjfCcJPa by @ericberlo…", "created_at"=>"2013-08-13T23:32:38Z", "user"=>"Jeff_d_corbin", "user_name"=>"Jeff Corbin", "user_profile_image"=>"http://a0.twimg.com/profile_images/1859849836/D_TheCollege_WIP_Corbin2_small_normal.jpg"}
- {"id"=>"367437990022225920", "text"=>"THANKS! wasn't easy ;) @TERN_AEKOS: Value of data reuse\"Applying network analysis ... species in Yosemite: http://t.co/CxIwvoGTL6 @PLOSONE\"", "created_at"=>"2013-08-14T00:10:18Z", "user"=>"ericberlow", "user_name"=>"Eric Berlow", "user_profile_image"=>"http://a0.twimg.com/profile_images/2471523752/upt3jpzlwji5jv8vg7l3_normal.jpeg"}
- {"id"=>"370750204040859648", "text"=>"#PLOSONE: Awesome network-based extension of occupancy modeling with Yosemite Toad (Anaxyrus canorus) http://t.co/KIC7g7IgHy", "created_at"=>"2013-08-23T03:31:51Z", "user"=>"maxwellbjoseph", "user_name"=>"Maxwell Joseph", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000265391161/eae7251f088078d7a9eca798e9131dd1_normal.jpeg"}
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- {"month"=>"9", "year"=>"2020", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"3"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"4"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"4"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"1"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"2"}
PMC Usage Stats | Further Information
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- {"unique-ip"=>"5", "full-text"=>"7", "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"=>"5", "full-text"=>"6", "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"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"5"}
- {"unique-ip"=>"7", "full-text"=>"5", "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"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
- {"unique-ip"=>"9", "full-text"=>"8", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
- {"unique-ip"=>"5", "full-text"=>"6", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"7", "full-text"=>"2", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
- {"unique-ip"=>"7", "full-text"=>"11", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
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- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
- {"unique-ip"=>"9", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"6", "full-text"=>"5", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
- {"unique-ip"=>"5", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
- {"unique-ip"=>"9", "full-text"=>"10", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
- {"unique-ip"=>"11", "full-text"=>"20", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
- {"unique-ip"=>"4", "full-text"=>"2", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"unique-ip"=>"3", "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"=>"12"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"6", "full-text"=>"3", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
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- {"unique-ip"=>"10", "full-text"=>"6", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
- {"unique-ip"=>"5", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
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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"=>"2016", "month"=>"11"}
- {"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"=>"2016", "month"=>"12"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
- {"unique-ip"=>"2", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
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- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
- {"unique-ip"=>"2", "full-text"=>"0", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
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- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
- {"unique-ip"=>"2", "full-text"=>"1", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
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- {"unique-ip"=>"6", "full-text"=>"6", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
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- {"unique-ip"=>"5", "full-text"=>"3", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
- {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
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- {"unique-ip"=>"8", "full-text"=>"6", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
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Relative Metric
{"start_date"=>"2013-01-01T00:00:00Z", "end_date"=>"2013-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Zoology", "average_usage"=>[294, 473, 591, 693, 788, 883, 972, 1054, 1140, 1222, 1299, 1381, 1446]}, {"subject_area"=>"/Earth sciences", "average_usage"=>[296, 488, 620, 717, 828, 938, 1038, 1130, 1230, 1328, 1414, 1502, 1592]}, {"subject_area"=>"/Ecology and environmental sciences/Aquatic environments", "average_usage"=>[276, 480, 624, 713, 810, 927, 1024, 1130, 1221, 1318, 1422, 1506, 1587]}, {"subject_area"=>"/Ecology and environmental sciences/Conservation science", "average_usage"=>[390, 618, 766, 904, 1030, 1153, 1268, 1391, 1487, 1591, 1685, 1767, 1865]}, {"subject_area"=>"/Ecology and environmental sciences/Species colonization", "average_usage"=>[251, 396, 508, 594, 692, 774, 847, 918, 1000, 1061, 1113, 1187, 1246]}]}Loading … 

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