Multiclass Classification of Agro-Ecological Zones for Arabica Coffee: An Improved Understanding of the Impacts of Climate Change
Events
Loading … Spinner

Mendeley | Further Information

{"title"=>"Multiclass classification of agro-ecological zones for arabica coffee: An improved understanding of the impacts of climate change", "type"=>"journal", "authors"=>[{"first_name"=>"Christian", "last_name"=>"Bunn", "scopus_author_id"=>"55413636600"}, {"first_name"=>"Peter", "last_name"=>"Läderach", "scopus_author_id"=>"36659630200"}, {"first_name"=>"Juan Guillermo Pérez", "last_name"=>"Jimenez", "scopus_author_id"=>"56998075700"}, {"first_name"=>"Christophe", "last_name"=>"Montagnon", "scopus_author_id"=>"6701788096"}, {"first_name"=>"Timothy", "last_name"=>"Schilling", "scopus_author_id"=>"56998366600"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"scopus"=>"2-s2.0-84949603967", "doi"=>"10.1371/journal.pone.0140490", "pui"=>"607188246", "sgr"=>"84949603967", "issn"=>"19326203", "pmid"=>"26505637"}, "id"=>"684776ce-f274-3eb5-9f92-00165ee16609", "abstract"=>"Cultivation of Coffea arabica is highly sensitive to and has been shown to be negatively impacted by progressive climatic changes. Previous research contributed little to support forward-looking adaptation. Agro-ecological zoning is a common tool to identify homologous environments and prioritize research. We demonstrate here a pragmatic approach to describe spatial changes in agro-climatic zones suitable for coffee under current and future climates. We defined agro-ecological zones suitable to produce arabica coffee by clustering geo-referenced coffee occurrence locations based on bio-climatic variables. We used random forest classification of climate data layers to model the spatial distribution of these agro-ecological zones. We used these zones to identify spatially explicit impact scenarios and to choose locations for the long-term evaluation of adaptation measures as climate changes. We found that in zones currently classified as hot and dry, climate change will impact arabica more than those that are better suited to it. Research in these zones should therefore focus on expanding arabica's environmental limits. Zones that currently have climates better suited for arabica will migrate upwards by about 500m in elevation. In these zones the up-slope migration will be gradual, but will likely have negative ecosystem impacts. Additionally, we identified locations that with high probability will not change their climatic characteristics and are suitable to evaluate C. arabica germplasm in the face of climate change. These locations should be used to investigate long term adaptation strategies to production systems.", "link"=>"http://www.mendeley.com/research/multiclass-classification-agroecological-zones-arabica-coffee-improved-understanding-impacts-climate-2", "reader_count"=>78, "reader_count_by_academic_status"=>{"Unspecified"=>3, "Professor > Associate Professor"=>2, "Researcher"=>18, "Student > Doctoral Student"=>7, "Student > Ph. D. Student"=>13, "Student > Postgraduate"=>4, "Student > Master"=>13, "Other"=>4, "Student > Bachelor"=>11, "Lecturer"=>2, "Lecturer > Senior Lecturer"=>1}, "reader_count_by_user_role"=>{"Unspecified"=>3, "Professor > Associate Professor"=>2, "Researcher"=>18, "Student > Doctoral Student"=>7, "Student > Ph. D. Student"=>13, "Student > Postgraduate"=>4, "Student > Master"=>13, "Other"=>4, "Student > Bachelor"=>11, "Lecturer"=>2, "Lecturer > Senior Lecturer"=>1}, "reader_count_by_subject_area"=>{"Unspecified"=>5, "Engineering"=>4, "Environmental Science"=>14, "Biochemistry, Genetics and Molecular Biology"=>2, "Agricultural and Biological Sciences"=>40, "Chemistry"=>2, "Social Sciences"=>4, "Earth and Planetary Sciences"=>5, "Economics, Econometrics and Finance"=>2}, "reader_count_by_subdiscipline"=>{"Engineering"=>{"Engineering"=>4}, "Chemistry"=>{"Chemistry"=>2}, "Social Sciences"=>{"Social Sciences"=>4}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>5}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>2}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>40}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>2}, "Unspecified"=>{"Unspecified"=>5}, "Environmental Science"=>{"Environmental Science"=>14}}, "reader_count_by_country"=>{"Colombia"=>1, "South Korea"=>1, "Denmark"=>1, "Uganda"=>1}, "group_count"=>5}

Scopus | Further Information

{"@_fa"=>"true", "link"=>[{"@_fa"=>"true", "@ref"=>"self", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84949603967"}, {"@_fa"=>"true", "@ref"=>"author-affiliation", "@href"=>"https://api.elsevier.com/content/abstract/scopus_id/84949603967?field=author,affiliation"}, {"@_fa"=>"true", "@ref"=>"scopus", "@href"=>"https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84949603967&origin=inward"}, {"@_fa"=>"true", "@ref"=>"scopus-citedby", "@href"=>"https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=84949603967&origin=inward"}], "prism:url"=>"https://api.elsevier.com/content/abstract/scopus_id/84949603967", "dc:identifier"=>"SCOPUS_ID:84949603967", "eid"=>"2-s2.0-84949603967", "dc:title"=>"Multiclass classification of agro-ecological zones for arabica coffee: An improved understanding of the impacts of climate change", "dc:creator"=>"Bunn C.", "prism:publicationName"=>"PLoS ONE", "prism:eIssn"=>"19326203", "prism:volume"=>"10", "prism:issueIdentifier"=>"10", "prism:pageRange"=>nil, "prism:coverDate"=>"2015-10-27", "prism:coverDisplayDate"=>"27 October 2015", "prism:doi"=>"10.1371/journal.pone.0140490", "citedby-count"=>"35", "affiliation"=>[{"@_fa"=>"true", "affilname"=>"Centro Internacional de Agricultura Tropical", "affiliation-city"=>"Cali", "affiliation-country"=>"Colombia"}], "pubmed-id"=>"26505637", "prism:aggregationType"=>"Journal", "subtype"=>"ar", "subtypeDescription"=>"Article", "article-number"=>"e0140490", "source-id"=>"10600153309", "openaccess"=>"1", "openaccessFlag"=>true, "freetoread"=>{"value"=>[{"$"=>"all"}, {"$"=>"publisherfullgold"}, {"$"=>"repository"}, {"$"=>"repositoryvor"}, {"$"=>"repositoryam"}]}, "freetoreadLabel"=>{"value"=>[{"$"=>"All Open Access"}, {"$"=>"Gold"}, {"$"=>"Green"}]}}

Facebook

  • {"url"=>"http%3A%2F%2Fjournals.plos.org%2Fplosone%2Farticle%3Fid%3D10.1371%252Fjournal.pone.0140490", "share_count"=>4, "like_count"=>1, "comment_count"=>0, "click_count"=>0, "total_count"=>5}

Twitter

Counter

  • {"month"=>"10", "year"=>"2015", "pdf_views"=>"96", "xml_views"=>"6", "html_views"=>"676"}
  • {"month"=>"11", "year"=>"2015", "pdf_views"=>"85", "xml_views"=>"1", "html_views"=>"386"}
  • {"month"=>"12", "year"=>"2015", "pdf_views"=>"37", "xml_views"=>"0", "html_views"=>"183"}
  • {"month"=>"1", "year"=>"2016", "pdf_views"=>"39", "xml_views"=>"0", "html_views"=>"175"}
  • {"month"=>"2", "year"=>"2016", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"116"}
  • {"month"=>"3", "year"=>"2016", "pdf_views"=>"16", "xml_views"=>"0", "html_views"=>"98"}
  • {"month"=>"4", "year"=>"2016", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"144"}
  • {"month"=>"5", "year"=>"2016", "pdf_views"=>"36", "xml_views"=>"0", "html_views"=>"259"}
  • {"month"=>"6", "year"=>"2016", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"93"}
  • {"month"=>"7", "year"=>"2016", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"67"}
  • {"month"=>"8", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"137"}
  • {"month"=>"9", "year"=>"2016", "pdf_views"=>"20", "xml_views"=>"0", "html_views"=>"84"}
  • {"month"=>"10", "year"=>"2016", "pdf_views"=>"29", "xml_views"=>"0", "html_views"=>"173"}
  • {"month"=>"11", "year"=>"2016", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"160"}
  • {"month"=>"12", "year"=>"2016", "pdf_views"=>"25", "xml_views"=>"1", "html_views"=>"203"}
  • {"month"=>"1", "year"=>"2017", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"191"}
  • {"month"=>"2", "year"=>"2017", "pdf_views"=>"26", "xml_views"=>"0", "html_views"=>"213"}
  • {"month"=>"3", "year"=>"2017", "pdf_views"=>"22", "xml_views"=>"5", "html_views"=>"237"}
  • {"month"=>"4", "year"=>"2017", "pdf_views"=>"25", "xml_views"=>"0", "html_views"=>"254"}
  • {"month"=>"5", "year"=>"2017", "pdf_views"=>"51", "xml_views"=>"1", "html_views"=>"413"}
  • {"month"=>"6", "year"=>"2017", "pdf_views"=>"24", "xml_views"=>"0", "html_views"=>"235"}
  • {"month"=>"7", "year"=>"2017", "pdf_views"=>"24", "xml_views"=>"1", "html_views"=>"193"}
  • {"month"=>"8", "year"=>"2017", "pdf_views"=>"19", "xml_views"=>"1", "html_views"=>"211"}
  • {"month"=>"9", "year"=>"2017", "pdf_views"=>"25", "xml_views"=>"1", "html_views"=>"213"}
  • {"month"=>"10", "year"=>"2017", "pdf_views"=>"26", "xml_views"=>"0", "html_views"=>"265"}
  • {"month"=>"11", "year"=>"2017", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"256"}
  • {"month"=>"12", "year"=>"2017", "pdf_views"=>"22", "xml_views"=>"1", "html_views"=>"266"}
  • {"month"=>"1", "year"=>"2018", "pdf_views"=>"31", "xml_views"=>"0", "html_views"=>"172"}
  • {"month"=>"2", "year"=>"2018", "pdf_views"=>"168", "xml_views"=>"1", "html_views"=>"85"}
  • {"month"=>"3", "year"=>"2018", "pdf_views"=>"49", "xml_views"=>"0", "html_views"=>"100"}
  • {"month"=>"4", "year"=>"2018", "pdf_views"=>"33", "xml_views"=>"0", "html_views"=>"92"}
  • {"month"=>"5", "year"=>"2018", "pdf_views"=>"46", "xml_views"=>"2", "html_views"=>"86"}
  • {"month"=>"6", "year"=>"2018", "pdf_views"=>"32", "xml_views"=>"2", "html_views"=>"59"}
  • {"month"=>"7", "year"=>"2018", "pdf_views"=>"66", "xml_views"=>"5", "html_views"=>"75"}
  • {"month"=>"8", "year"=>"2018", "pdf_views"=>"47", "xml_views"=>"2", "html_views"=>"63"}
  • {"month"=>"9", "year"=>"2018", "pdf_views"=>"40", "xml_views"=>"0", "html_views"=>"82"}
  • {"month"=>"10", "year"=>"2018", "pdf_views"=>"26", "xml_views"=>"3", "html_views"=>"57"}
  • {"month"=>"11", "year"=>"2018", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"69"}
  • {"month"=>"12", "year"=>"2018", "pdf_views"=>"30", "xml_views"=>"1", "html_views"=>"42"}
  • {"month"=>"1", "year"=>"2019", "pdf_views"=>"32", "xml_views"=>"0", "html_views"=>"44"}
  • {"month"=>"2", "year"=>"2019", "pdf_views"=>"51", "xml_views"=>"0", "html_views"=>"71"}
  • {"month"=>"3", "year"=>"2019", "pdf_views"=>"53", "xml_views"=>"0", "html_views"=>"59"}
  • {"month"=>"4", "year"=>"2019", "pdf_views"=>"38", "xml_views"=>"0", "html_views"=>"58"}
  • {"month"=>"5", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"55"}
  • {"month"=>"6", "year"=>"2019", "pdf_views"=>"34", "xml_views"=>"1", "html_views"=>"73"}
  • {"month"=>"7", "year"=>"2019", "pdf_views"=>"38", "xml_views"=>"0", "html_views"=>"55"}
  • {"month"=>"8", "year"=>"2019", "pdf_views"=>"43", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"9", "year"=>"2019", "pdf_views"=>"35", "xml_views"=>"1", "html_views"=>"82"}
  • {"month"=>"10", "year"=>"2019", "pdf_views"=>"67", "xml_views"=>"2", "html_views"=>"73"}
  • {"month"=>"11", "year"=>"2019", "pdf_views"=>"45", "xml_views"=>"0", "html_views"=>"101"}
  • {"month"=>"12", "year"=>"2019", "pdf_views"=>"107", "xml_views"=>"0", "html_views"=>"57"}
  • {"month"=>"1", "year"=>"2020", "pdf_views"=>"34", "xml_views"=>"0", "html_views"=>"43"}
  • {"month"=>"2", "year"=>"2020", "pdf_views"=>"31", "xml_views"=>"1", "html_views"=>"42"}
  • {"month"=>"3", "year"=>"2020", "pdf_views"=>"49", "xml_views"=>"1", "html_views"=>"39"}
  • {"month"=>"4", "year"=>"2020", "pdf_views"=>"55", "xml_views"=>"0", "html_views"=>"66"}
  • {"month"=>"5", "year"=>"2020", "pdf_views"=>"36", "xml_views"=>"1", "html_views"=>"47"}
  • {"month"=>"6", "year"=>"2020", "pdf_views"=>"19", "xml_views"=>"1", "html_views"=>"38"}
  • {"month"=>"7", "year"=>"2020", "pdf_views"=>"11", "xml_views"=>"0", "html_views"=>"33"}
  • {"month"=>"8", "year"=>"2020", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"42"}
  • {"month"=>"9", "year"=>"2020", "pdf_views"=>"18", "xml_views"=>"0", "html_views"=>"29"}
  • {"month"=>"10", "year"=>"2020", "pdf_views"=>"44", "xml_views"=>"1", "html_views"=>"72"}
  • {"month"=>"11", "year"=>"2020", "pdf_views"=>"28", "xml_views"=>"0", "html_views"=>"50"}
  • {"month"=>"12", "year"=>"2020", "pdf_views"=>"26", "xml_views"=>"2", "html_views"=>"58"}
  • {"month"=>"1", "year"=>"2021", "pdf_views"=>"15", "xml_views"=>"1", "html_views"=>"45"}
  • {"month"=>"2", "year"=>"2021", "pdf_views"=>"16", "xml_views"=>"2", "html_views"=>"42"}
  • {"month"=>"3", "year"=>"2021", "pdf_views"=>"21", "xml_views"=>"0", "html_views"=>"76"}
  • {"month"=>"4", "year"=>"2021", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"32"}

Figshare

  • {"files"=>["https://ndownloader.figshare.com/files/2382147"], "description"=>"<p>Transition plot of the fate of suitable pixels in coffee AEZs from current conditions to 2050s; size of boxes and width of transition arrows is representative of the number of pixels; the size of the box of the “unsuitable” category includes only pixels that become suitable by 2050 or were suitable with current climate.</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586782, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.g006", "stats"=>{"downloads"=>4, "page_views"=>22, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Transition_plot_of_the_fate_of_suitable_pixels_in_coffee_AEZs_from_current_conditions_to_2050s_size_of_boxes_and_width_of_transition_arrows_is_representative_of_the_number_of_pixels_the_size_of_the_box_of_the_8220_unsuitable_8221_category_includes_only_p/1586782", "title"=>"Transition plot of the fate of suitable pixels in coffee AEZs from current conditions to 2050s; size of boxes and width of transition arrows is representative of the number of pixels; the size of the box of the “unsuitable” category includes only pixels that become suitable by 2050 or were suitable with current climate.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-10-27 04:06:52"}
  • {"files"=>["https://ndownloader.figshare.com/files/2382144"], "description"=>"<p>Change of agro-ecological zone in important arabica coffee production regions until the 2050s; A Brazil; B East Africa; C Central America; D Indonesia; E Colombia; F India</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586779, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.g005", "stats"=>{"downloads"=>2, "page_views"=>35, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Change_of_agro_ecological_zone_in_important_arabica_coffee_production_regions_until_the_2050s_A_Brazil_B_East_Africa_C_Central_America_D_Indonesia_E_Colombia_F_India_/1586779", "title"=>"Change of agro-ecological zone in important arabica coffee production regions until the 2050s; A Brazil; B East Africa; C Central America; D Indonesia; E Colombia; F India", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-10-27 04:06:52"}
  • {"files"=>["https://ndownloader.figshare.com/files/2382132"], "description"=>"<p>The brown colors indicate producer groups by area of arabica coffee harvested in each country [<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0140490#pone.0140490.ref027\" target=\"_blank\">27</a>].</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586768, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.g001", "stats"=>{"downloads"=>0, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_occurrence_pixels_5_arc_minutes_red_dots_/1586768", "title"=>"Distribution of occurrence pixels (5 arc minutes, red dots).", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-10-27 04:06:52"}
  • {"files"=>["https://ndownloader.figshare.com/files/2382138"], "description"=>"<p>Distribution of AEZs in regions important for arabica coffee; A Brazil; B East Africa; C Central America; D Indonesia; E Colombia; F India; Colored grid cells represent the agro-ecological zone; dots indicate sites recommended for trial sites, hatching alternative locations with less model agreement.</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586775, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.g004", "stats"=>{"downloads"=>0, "page_views"=>12, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_AEZs_in_regions_important_for_arabica_coffee_A_Brazil_B_East_Africa_C_Central_America_D_Indonesia_E_Colombia_F_India_Colored_grid_cells_represent_the_agro_ecological_zone_dots_indicate_sites_recommended_for_trial_sites_hatching_alternativ/1586775", "title"=>"Distribution of AEZs in regions important for arabica coffee; A Brazil; B East Africa; C Central America; D Indonesia; E Colombia; F India; Colored grid cells represent the agro-ecological zone; dots indicate sites recommended for trial sites, hatching alternative locations with less model agreement.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-10-27 04:06:52"}
  • {"files"=>["https://ndownloader.figshare.com/files/2382135"], "description"=>"<p>Group labels are the cluster numbers (C 1–5) in the dendrogram (<a href=\"http://www.plosone.org/article/info:doi/10.1371/journal.pone.0140490#pone.0140490.g002\" target=\"_blank\">Fig 2</a>). The dashed line is the grand mean, the value for which is given at the bottom.</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586771, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.g003", "stats"=>{"downloads"=>0, "page_views"=>5, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Confidence_intervals_of_group_compared_with_the_grand_mean_for_descriptor_variables_/1586771", "title"=>"Confidence intervals of group compared with the grand mean for descriptor variables.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-10-27 04:06:52"}
  • {"files"=>["https://ndownloader.figshare.com/files/2382134"], "description"=>"<p>On the vertical axis is Euclidean distance. The final definition of clusters is indicated by the color codes: Green-“Hot-Wet”, Violet-“Constant”, Red-“Hot-Dry”, Yellow-“Cool-Variable”, Turquoise–“Cool-Dry”.</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586770, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.g002", "stats"=>{"downloads"=>0, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Dendrogram_of_agglomerative_clustering_/1586770", "title"=>"Dendrogram of agglomerative clustering.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-10-27 04:06:52"}
  • {"files"=>["https://ndownloader.figshare.com/files/2382148"], "description"=>"<p>List of recommended trial sites for Nicaragua.</p>", "links"=>[], "tags"=>["location", "climate change", "research", "Climate Change Cultivation", "climate data layers", "term adaptation strategies", "arabica"], "article_id"=>1586783, "categories"=>["Uncategorised"], "users"=>["Christian Bunn", "Peter Läderach", "Juan Guillermo Pérez Jimenez", "Christophe Montagnon", "Timothy Schilling"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0140490.t003", "stats"=>{"downloads"=>0, "page_views"=>4, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_List_of_recommended_trial_sites_for_Nicaragua_/1586783", "title"=>"List of recommended trial sites for Nicaragua.", "pos_in_sequence"=>0, "defined_type"=>3, "published_date"=>"2015-10-27 04:06:52"}

PMC Usage Stats | Further Information

  • {"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"=>"2"}
  • {"unique-ip"=>"11", "full-text"=>"8", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
  • {"unique-ip"=>"14", "full-text"=>"9", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
  • {"unique-ip"=>"17", "full-text"=>"8", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
  • {"unique-ip"=>"7", "full-text"=>"9", "pdf"=>"5", "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"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
  • {"unique-ip"=>"4", "full-text"=>"7", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
  • {"unique-ip"=>"11", "full-text"=>"8", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
  • {"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"=>"2016", "month"=>"7"}
  • {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
  • {"unique-ip"=>"12", "full-text"=>"10", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
  • {"unique-ip"=>"10", "full-text"=>"13", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
  • {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"35", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2016", "month"=>"11"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
  • {"unique-ip"=>"15", "full-text"=>"14", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
  • {"unique-ip"=>"13", "full-text"=>"14", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
  • {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
  • {"unique-ip"=>"14", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2017", "month"=>"4"}
  • {"unique-ip"=>"11", "full-text"=>"14", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
  • {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
  • {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
  • {"unique-ip"=>"20", "full-text"=>"24", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
  • {"unique-ip"=>"16", "full-text"=>"18", "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"=>"20", "full-text"=>"23", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
  • {"unique-ip"=>"24", "full-text"=>"23", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
  • {"unique-ip"=>"22", "full-text"=>"21", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
  • {"unique-ip"=>"17", "full-text"=>"16", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
  • {"unique-ip"=>"35", "full-text"=>"36", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
  • {"unique-ip"=>"38", "full-text"=>"51", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
  • {"unique-ip"=>"55", "full-text"=>"63", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
  • {"unique-ip"=>"31", "full-text"=>"36", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
  • {"unique-ip"=>"31", "full-text"=>"40", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
  • {"unique-ip"=>"25", "full-text"=>"26", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
  • {"unique-ip"=>"26", "full-text"=>"30", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
  • {"unique-ip"=>"27", "full-text"=>"27", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
  • {"unique-ip"=>"38", "full-text"=>"41", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
  • {"unique-ip"=>"28", "full-text"=>"26", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
  • {"unique-ip"=>"33", "full-text"=>"40", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
  • {"unique-ip"=>"40", "full-text"=>"52", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
  • {"unique-ip"=>"46", "full-text"=>"47", "pdf"=>"14", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
  • {"unique-ip"=>"58", "full-text"=>"66", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
  • {"unique-ip"=>"73", "full-text"=>"86", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
  • {"unique-ip"=>"37", "full-text"=>"40", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
  • {"unique-ip"=>"44", "full-text"=>"50", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
  • {"unique-ip"=>"63", "full-text"=>"80", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2019", "month"=>"10"}
  • {"unique-ip"=>"44", "full-text"=>"45", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"12"}
  • {"unique-ip"=>"73", "full-text"=>"87", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"2"}
  • {"unique-ip"=>"65", "full-text"=>"96", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"39", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2020", "month"=>"3"}
  • {"unique-ip"=>"39", "full-text"=>"46", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
  • {"unique-ip"=>"39", "full-text"=>"47", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2020", "month"=>"5"}
  • {"unique-ip"=>"20", "full-text"=>"20", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
  • {"unique-ip"=>"5", "full-text"=>"8", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
  • {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
  • {"unique-ip"=>"16", "full-text"=>"13", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
  • {"unique-ip"=>"17", "full-text"=>"16", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
  • {"unique-ip"=>"12", "full-text"=>"12", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"11"}
  • {"unique-ip"=>"14", "full-text"=>"13", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"12"}
  • {"unique-ip"=>"8", "full-text"=>"10", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2021", "month"=>"1"}
  • {"unique-ip"=>"11", "full-text"=>"17", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2021", "month"=>"2"}

Relative Metric

{"start_date"=>"2015-01-01T00:00:00Z", "end_date"=>"2015-12-31T00:00:00Z", "subject_areas"=>[]}
Loading … Spinner

Net::HTTPInternalServerError

Source
Counter
Time
2019-04-06 02:41:58 UTC
Target URL
http://counter-101.soma.plos.org/api/v1.0/stats/doi/10.1371%2Fjournal.pone.0140490
Trace

/app/models/concerns/networkable.rb:21:in `get_result'
/app/models/source.rb:165:in `get_data'
/app/models/retrieval_status.rb:47:in `perform_get_data'
/app/jobs/source_job.rb:52:in `block (2 levels) in perform'
/app/jobs/source_job.rb:51:in `block in perform'
/app/jobs/source_job.rb:35:in `each'
/app/jobs/source_job.rb:35:in `perform'