Improved Response to Disasters and Outbreaks by Tracking Population Movements with Mobile Phone Network Data: A Post-Earthquake Geospatial Study in Haiti
- Publication Date
- August 30, 2011
- Journal
- PLOS Medicine
- Authors
- Linus Bengtsson, Xin Lu, Anna Thorson, Richard Garfield, et al
- Volume
- 8
- Issue
- 8
- Pages
- e1001083
- DOI
- https://dx.plos.org/10.1371/journal.pmed.1001083
- Publisher URL
- http://journals.plos.org/plosmedicine/article?id=10.1371%2Fjournal.pmed.1001083
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/21918643
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3168873
- Europe PMC
- http://europepmc.org/abstract/MED/21918643
- Web of Science
- 000294477300017
- Scopus
- 80052313941
- Mendeley
- http://www.mendeley.com/research/improved-response-disasters-outbreaks-tracking-population-movements-mobile-phone-network-data-postea
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CiteULike | Further Information
- {"link"=>{"url"=>"http://www.citeulike.org/user/qiuyl/article/10287880"}, "post_time"=>"2012-03-13 06:50:19", "tag"=>["cellphone", "mobility"], "linkout"=>{"type"=>"DOI", "url"=>"http://dx.doi.org/10.1371/journal.pmed.1001083"}, "username"=>"qiuyl", "article_id"=>"10287880"}
- {"link"=>{"url"=>"http://www.citeulike.org/user/ima/article/10287880"}, "post_time"=>"2012-01-31 02:46:21", "tag"=>"resilience", "linkout"=>{"type"=>"DOI", "url"=>"http://dx.doi.org/10.1371/journal.pmed.1001083"}, "username"=>"ima", "article_id"=>"10287880"}
Mendeley | Further Information
{"title"=>"Improved response to disasters and outbreaks by tracking population movements with mobile phone network data: A post-earthquake geospatial study in haiti", "type"=>"journal", "authors"=>[{"first_name"=>"Linus", "last_name"=>"Bengtsson", "scopus_author_id"=>"36514232000"}, {"first_name"=>"Xin", "last_name"=>"Lu", "scopus_author_id"=>"57191611185"}, {"first_name"=>"Anna", "last_name"=>"Thorson", "scopus_author_id"=>"7006983209"}, {"first_name"=>"Richard", "last_name"=>"Garfield", "scopus_author_id"=>"7102153999"}, {"first_name"=>"Johan", "last_name"=>"von Schreeb", "scopus_author_id"=>"6507104780"}], "year"=>2011, "source"=>"PLoS Medicine", "identifiers"=>{"scopus"=>"2-s2.0-80052313941", "isbn"=>"1549-1277", "doi"=>"10.1371/journal.pmed.1001083", "pui"=>"362471713", "sgr"=>"80052313941", "issn"=>"15491277", "pmid"=>"21918643"}, "id"=>"338bbf7a-be76-3275-b0fe-33d384659167", "abstract"=>"BACKGROUND: Population movements following disasters can cause important increases in morbidity and mortality. Without knowledge of the locations of affected people, relief assistance is compromised. No rapid and accurate method exists to track population movements after disasters. We used position data of subscriber identity module (SIM) cards from the largest mobile phone company in Haiti (Digicel) to estimate the magnitude and trends of population movements following the Haiti 2010 earthquake and cholera outbreak.\\n\\nMETHODS AND FINDINGS: Geographic positions of SIM cards were determined by the location of the mobile phone tower through which each SIM card connects when calling. We followed daily positions of SIM cards 42 days before the earthquake and 158 days after. To exclude inactivated SIM cards, we included only the 1.9 million SIM cards that made at least one call both pre-earthquake and during the last month of study. In Port-au-Prince there were 3.2 persons per included SIM card. We used this ratio to extrapolate from the number of moving SIM cards to the number of moving persons. Cholera outbreak analyses covered 8 days and tracked 138,560 SIM cards. An estimated 630,000 persons (197,484 Digicel SIM cards), present in Port-au-Prince on the day of the earthquake, had left 19 days post-earthquake. Estimated net outflow of people (outflow minus inflow) corresponded to 20% of the Port-au-Prince pre-earthquake population. Geographic distribution of population movements from Port-au-Prince corresponded well with results from a large retrospective, population-based UN survey. To demonstrate feasibility of rapid estimates and to identify areas at potentially increased risk of outbreaks, we produced reports on SIM card movements from a cholera outbreak area at its immediate onset and within 12 hours of receiving data.\\n\\nCONCLUSIONS: Results suggest that estimates of population movements during disasters and outbreaks can be delivered rapidly and with potentially high validity in areas with high mobile phone use.", "link"=>"http://www.mendeley.com/research/improved-response-disasters-outbreaks-tracking-population-movements-mobile-phone-network-data-postea", "reader_count"=>315, "reader_count_by_academic_status"=>{"Unspecified"=>8, "Professor > Associate Professor"=>12, "Librarian"=>3, "Researcher"=>61, "Student > Doctoral Student"=>24, "Student > Ph. D. Student"=>78, "Student > Postgraduate"=>14, "Student > Master"=>57, "Other"=>13, "Student > Bachelor"=>27, "Lecturer"=>3, "Lecturer > Senior Lecturer"=>1, "Professor"=>14}, "reader_count_by_user_role"=>{"Unspecified"=>8, "Professor > Associate Professor"=>12, "Librarian"=>3, "Researcher"=>61, "Student > Doctoral Student"=>24, "Student > Ph. D. Student"=>78, "Student > Postgraduate"=>14, "Student > Master"=>57, "Other"=>13, "Student > Bachelor"=>27, "Lecturer"=>3, "Lecturer > Senior Lecturer"=>1, "Professor"=>14}, "reader_count_by_subject_area"=>{"Unspecified"=>22, "Agricultural and Biological Sciences"=>19, "Arts and Humanities"=>3, "Business, Management and Accounting"=>12, "Veterinary Science and Veterinary Medicine"=>1, "Chemistry"=>2, "Computer Science"=>61, "Earth and Planetary Sciences"=>8, "Economics, Econometrics and Finance"=>12, "Engineering"=>25, "Environmental Science"=>17, "Biochemistry, Genetics and Molecular Biology"=>3, "Nursing and Health Professions"=>2, "Mathematics"=>8, "Medicine and Dentistry"=>48, "Design"=>1, "Physics and Astronomy"=>5, "Psychology"=>3, "Social Sciences"=>62, "Immunology and Microbiology"=>1}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>48}, "Social Sciences"=>{"Social Sciences"=>62}, "Physics and Astronomy"=>{"Physics and Astronomy"=>5}, "Psychology"=>{"Psychology"=>3}, "Mathematics"=>{"Mathematics"=>8}, "Unspecified"=>{"Unspecified"=>22}, "Environmental Science"=>{"Environmental Science"=>17}, "Arts and Humanities"=>{"Arts and Humanities"=>3}, "Design"=>{"Design"=>1}, "Engineering"=>{"Engineering"=>25}, "Chemistry"=>{"Chemistry"=>2}, "Earth and Planetary Sciences"=>{"Earth and Planetary Sciences"=>8}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>12}, "Immunology and Microbiology"=>{"Immunology and Microbiology"=>1}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>19}, "Computer Science"=>{"Computer Science"=>61}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>12}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>2}, "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"=>{"Republic of Singapore"=>1, "United States"=>19, "Japan"=>2, "Uzbekistan"=>1, "United Kingdom"=>4, "Malaysia"=>2, "Switzerland"=>2, "Spain"=>3, "New Zealand"=>1, "Canada"=>1, "Sweden"=>1, "Austria"=>1, "Bangladesh"=>1, "Belgium"=>1, "Ireland"=>1, "Finland"=>1, "Denmark"=>1, "Brazil"=>1, "Italy"=>1, "France"=>1, "Germany"=>1}, "group_count"=>35}CrossRef
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Scopus | Further Information
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- {"id"=>"203876514872303617", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/qJgZszCc", "created_at"=>"2012-05-19T15:55:23Z", "user"=>"EnvironDisaster", "user_name"=>"Robert Domanko", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"214885539843813379", "text"=>"\"Where Do People Flee When Disaster Strikes?\" http://t.co/D6ocd4Ok see also http://t.co/09pxtxsl \"Post-Earthquake Geospatial Study in Haiti\"", "created_at"=>"2012-06-19T01:01:19Z", "user"=>"freakonometrics", "user_name"=>"Arthur Charpentier", "user_profile_image"=>"http://a0.twimg.com/profile_images/2240009236/avvvvvvvatar_normal.png"}
- {"id"=>"214885672991985664", "text"=>"RT @freakonometrics: \"Where Do People Flee When Disaster Strikes?\" http://t.co/D6ocd4Ok see also http://t.co/09pxtxsl \"Post-Earthquake G ...", "created_at"=>"2012-06-19T01:01:51Z", "user"=>"Mlle_Titam", "user_name"=>"Mademoiselle Titam", "user_profile_image"=>"http://a0.twimg.com/profile_images/2163635164/P.-navatar_normal.png"}
- {"id"=>"215037221437308929", "text"=>"Chapter 2 http://t.co/bPHaROeF in the quest to use cell phone data to track disaster displaced people http://t.co/p91nFJw1", "created_at"=>"2012-06-19T11:04:03Z", "user"=>"NidhiSubs", "user_name"=>"Nidhi Subbaraman", "user_profile_image"=>"http://a0.twimg.com/profile_images/1390990554/2622ada_normal.jpg"}
- {"id"=>"216919356251189248", "text"=>"[us] prédire les mouvements massifs de sinistrés grâce à leur mobile http://t.co/Gkzt6yBo et http://t.co/2oogmPaB #resilience #ong #secours", "created_at"=>"2012-06-24T15:42:59Z", "user"=>"MORO_CEDRIC", "user_name"=>"MORO CEDRIC", "user_profile_image"=>"http://a0.twimg.com/profile_images/2333158763/qlv1zr8r7ycj3a5btrt7_normal.png"}
- {"id"=>"216919534102253572", "text"=>"[us] prédire les mouvements de sinistrés grâce à leur mobile http://t.co/Gkzt6yBo et http://t.co/2oogmPaB #resilience #ong #secours #pcs", "created_at"=>"2012-06-24T15:43:41Z", "user"=>"MORO_CEDRIC", "user_name"=>"MORO CEDRIC", "user_profile_image"=>"http://a0.twimg.com/profile_images/2333158763/qlv1zr8r7ycj3a5btrt7_normal.png"}
- {"id"=>"216988895680790528", "text"=>"RT @MORO_CEDRIC: [us] prédire les mouvements de sinistrés grâce à leur mobile http://t.co/Gkzt6yBo et http://t.co/2oogmPaB #resilience # ...", "created_at"=>"2012-06-24T20:19:18Z", "user"=>"_Gilles_Martin_", "user_name"=>"Gilles MARTIN", "user_profile_image"=>"http://a0.twimg.com/profile_images/565304872/IMG_026700_normal.jpg"}
- {"id"=>"225764619648647168", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/QLRE5R2i", "created_at"=>"2012-07-19T01:30:54Z", "user"=>"HartleyDM", "user_name"=>"David Hartley", "user_profile_image"=>"http://a0.twimg.com/profile_images/2397123709/3b7wxfgdmv44humufmyh_normal.jpeg"}
- {"id"=>"225783634148335616", "text"=>"RT @HartleyDM: #PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/QLRE5R2i", "created_at"=>"2012-07-19T02:46:27Z", "user"=>"mbbatz", "user_name"=>"Michael Batz", "user_profile_image"=>"http://a0.twimg.com/profile_images/2159266466/bw-up-yellow_normal.jpg"}
- {"id"=>"233259736403939328", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/qJgUUZt2", "created_at"=>"2012-08-08T17:53:49Z", "user"=>"EnvironDisaster", "user_name"=>"Robert Domanko", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"239403596825903105", "text"=>"#PLOS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/56quOvnJ", "created_at"=>"2012-08-25T16:47:20Z", "user"=>"enrichnetwork", "user_name"=>"T O'Sullivan", "user_profile_image"=>"http://a0.twimg.com/profile_images/2250475641/ENR_logo_tagline_normal.jpg"}
- {"id"=>"239708721494773761", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/qJgUUZt2", "created_at"=>"2012-08-26T12:59:47Z", "user"=>"EnvironDisaster", "user_name"=>"Robert Domanko", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"247838350160035840", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/aRweBngP", "created_at"=>"2012-09-17T23:24:01Z", "user"=>"DisasterDevice", "user_name"=>"Jackson Hollan", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
- {"id"=>"249702035992227840", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/aRweBngP", "created_at"=>"2012-09-23T02:49:39Z", "user"=>"DisasterDevice", "user_name"=>"Jackson Hollan", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
- {"id"=>"257897640572903424", "text"=>"Mobile phones map population movement after the #Haiti earthquake in 2010 & pin a #cholera #outbreak source in #Africa http://t.co/i0IEOOJb", "created_at"=>"2012-10-15T17:36:03Z", "user"=>"SamanthaLPrice", "user_name"=>"Samantha Price", "user_profile_image"=>"http://a0.twimg.com/profile_images/2662027166/9a7de069c28371874b1ac3ca81748db7_normal.jpeg"}
- {"id"=>"259016804540755968", "text"=>"[paper] Improved Response to Disasters by Tracking Population Movements with Mobile Phone Network #Data http://t.co/qj3aEdua #openaccess", "created_at"=>"2012-10-18T19:43:13Z", "user"=>"InfoFuturesNYU", "user_name"=>"Information Futures", "user_profile_image"=>"http://a0.twimg.com/profile_images/2702748072/d4316de0849e2841f3a007b58a6df89a_normal.png"}
- {"id"=>"263046405537558529", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/aRweBngP", "created_at"=>"2012-10-29T22:35:24Z", "user"=>"DisasterDevice", "user_name"=>"Jackson Hollan", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
- {"id"=>"263375940330065920", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/qJgUUZt2", "created_at"=>"2012-10-30T20:24:52Z", "user"=>"EnvironDisaster", "user_name"=>"Robert Domanko", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"265949427494174720", "text"=>"RT @EnvironDisaster: #PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/qJgUUZt2", "created_at"=>"2012-11-06T22:50:59Z", "user"=>"lilinjun", "user_name"=>"LilInjun Datcan", "user_profile_image"=>"http://a0.twimg.com/profile_images/2763902618/8c981658db9bdf953ddad925c55f0017_normal.png"}
- {"id"=>"265998026710085632", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/aRweBngP", "created_at"=>"2012-11-07T02:04:06Z", "user"=>"DisasterDevice", "user_name"=>"Jackson Hollan", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
- {"id"=>"269929575880994816", "text"=>"#PLoS: Improved Response to Disasters and Outbreaks by Tracking Population Movements with... http://t.co/aRweBngP", "created_at"=>"2012-11-17T22:26:40Z", "user"=>"DisasterDevice", "user_name"=>"Jackson Hollan", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_5_normal.png"}
- {"id"=>"316570361368031232", "text"=>"I hope that the aid and evidence talk about http://t.co/O0f3aEgVNQ #evidencelive \n@silv24", "created_at"=>"2013-03-26T15:20:30Z", "user"=>"annabergstroem", "user_name"=>"Anna Bergström", "user_profile_image"=>"http://a0.twimg.com/profile_images/2339611559/5ow6agp5b1tbyhy5touq_normal.jpeg"}
- {"id"=>"316570873777758208", "text"=>"RT @annabergstroem: I hope that the aid and evidence talk about http://t.co/O0f3aEgVNQ #evidencelive \n@silv24", "created_at"=>"2013-03-26T15:22:32Z", "user"=>"silv24", "user_name"=>"Natalie Silvey", "user_profile_image"=>"http://a0.twimg.com/profile_images/3389109433/e8897068bf50855407ac4127b52a691d_normal.jpeg"}
- {"id"=>"368719915735203840", "text"=>"Improved Response to Disasters and Outbreaks by Tracking Population Movements with Mobile Phone Network Data:... http://t.co/h6LhRHCoCO", "created_at"=>"2013-08-17T13:04:13Z", "user"=>"TaskIntel", "user_name"=>"Task Intelligence", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000311659656/a438163d65d02724b60c1f09341092ad_normal.png"}
- {"id"=>"489589482455564288", "text"=>"@AnthroPunk this is what I'm reading tonight-- http://t.co/4W4zsMgaWk and http://t.co/arGBdK4O8T and http://t.co/SRY6h6ihCG", "created_at"=>"2014-07-17T01:56:43Z", "user"=>"antheaws", "user_name"=>"Anthea", "user_profile_image"=>"http://pbs.twimg.com/profile_images/461858049284509696/Ce6OHXz9_normal.jpeg"}
- {"id"=>"527518615013040128", "text"=>"Improved #Response to #Disasters and #Outbreaks by Tracking Population Movements with Mobile Phone Network Data:... http://t.co/8jIwuREhwp", "created_at"=>"2014-10-29T17:53:33Z", "user"=>"epistudent", "user_name"=>"Epi Student", "user_profile_image"=>"http://abs.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
- {"id"=>"861416138894438400", "text"=>"Check these out! \nhttps://t.co/3DLlgXB2K5\nhttps://t.co/dv7fOFrHwe https://t.co/KLiUAU5Y9f", "created_at"=>"2017-05-08T03:03:06Z", "user"=>"ISGPforum", "user_name"=>"ISGP's The Forum", "user_profile_image"=>"http://pbs.twimg.com/profile_images/844565749368852480/hqIz87QF_normal.jpg"}
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- {"month"=>"6", "year"=>"2019", "pdf_views"=>"16", "xml_views"=>"2", "html_views"=>"66"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"31", "xml_views"=>"1", "html_views"=>"112"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"36", "xml_views"=>"1", "html_views"=>"90"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"63", "xml_views"=>"1", "html_views"=>"189"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"68", "xml_views"=>"0", "html_views"=>"172"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"48", "xml_views"=>"4", "html_views"=>"135"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"59", "xml_views"=>"2", "html_views"=>"118"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"76", "xml_views"=>"1", "html_views"=>"118"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"130", "xml_views"=>"1", "html_views"=>"115"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"360", "xml_views"=>"1", "html_views"=>"133"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"291", "xml_views"=>"0", "html_views"=>"145"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"195", "xml_views"=>"1", "html_views"=>"119"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"134", "xml_views"=>"4", "html_views"=>"74"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"76", "xml_views"=>"3", "html_views"=>"108"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"53", "xml_views"=>"1", "html_views"=>"95"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"95", "xml_views"=>"0", "html_views"=>"130"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"100", "xml_views"=>"2", "html_views"=>"193"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"121", "xml_views"=>"3", "html_views"=>"137"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"46", "xml_views"=>"18", "html_views"=>"116"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"26", "xml_views"=>"7", "html_views"=>"50"}
PMC Usage Stats | Further Information
- {"month"=>"9", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"18", "year"=>"2011", "pdf"=>"24", "unique-ip"=>"30", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"10", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"48", "unique-ip"=>"45", "pdf"=>"26", "year"=>"2011", "figure"=>"7", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"11", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"27", "year"=>"2011", "pdf"=>"13", "unique-ip"=>"26", "figure"=>"12", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"12", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"18", "unique-ip"=>"15", "pdf"=>"14", "year"=>"2011", "figure"=>"2", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"1", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"35", "unique-ip"=>"30", "pdf"=>"14", "year"=>"2012", "figure"=>"10", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"2", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"27", "year"=>"2012", "pdf"=>"17", "unique-ip"=>"25", "figure"=>"3", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"3", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"19", "unique-ip"=>"19", "pdf"=>"15", "year"=>"2012", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"4", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"1", "full-text"=>"18", "year"=>"2012", "pdf"=>"13", "unique-ip"=>"21", "figure"=>"5", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"scanned-page-browse"=>"0", "month"=>"5", "cited-by"=>"1", "abstract"=>"3", "full-text"=>"15", "unique-ip"=>"14", "pdf"=>"5", "year"=>"2012", "figure"=>"0", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"month"=>"6", "scanned-page-browse"=>"0", "cited-by"=>"0", "abstract"=>"0", "full-text"=>"15", "year"=>"2012", "pdf"=>"7", "unique-ip"=>"14", "figure"=>"1", "scanned-summary"=>"0", "supp-data"=>"0"}
- {"unique-ip"=>"16", "full-text"=>"12", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"7"}
- {"unique-ip"=>"17", "full-text"=>"94", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2012", "month"=>"8"}
- {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"9"}
- {"unique-ip"=>"24", "full-text"=>"22", "pdf"=>"35", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"10"}
- {"unique-ip"=>"12", "full-text"=>"11", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"12"}
- {"unique-ip"=>"21", "full-text"=>"23", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"1"}
- {"unique-ip"=>"11", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"2"}
- {"unique-ip"=>"16", "full-text"=>"19", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"3"}
- {"unique-ip"=>"19", "full-text"=>"19", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"4"}
- {"unique-ip"=>"18", "full-text"=>"17", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2012", "month"=>"11"}
- {"unique-ip"=>"10", "full-text"=>"9", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"5"}
- {"unique-ip"=>"14", "full-text"=>"16", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"6"}
- {"unique-ip"=>"15", "full-text"=>"15", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"7"}
- {"unique-ip"=>"11", "full-text"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"8"}
- {"unique-ip"=>"7", "full-text"=>"11", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2013", "month"=>"9"}
- {"unique-ip"=>"9", "full-text"=>"31", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"10"}
- {"unique-ip"=>"14", "full-text"=>"14", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"11"}
- {"unique-ip"=>"15", "full-text"=>"14", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2013", "month"=>"12"}
- {"unique-ip"=>"11", "full-text"=>"9", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"1"}
- {"unique-ip"=>"8", "full-text"=>"9", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"2"}
- {"unique-ip"=>"12", "full-text"=>"15", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"3"}
- {"unique-ip"=>"9", "full-text"=>"7", "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"=>"20", "full-text"=>"25", "pdf"=>"8", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2014", "month"=>"6"}
- {"unique-ip"=>"13", "full-text"=>"11", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"4"}
- {"unique-ip"=>"17", "full-text"=>"15", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"7"}
- {"unique-ip"=>"24", "full-text"=>"39", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"7", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
- {"unique-ip"=>"31", "full-text"=>"33", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
- {"unique-ip"=>"27", "full-text"=>"32", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"10"}
- {"unique-ip"=>"19", "full-text"=>"19", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"unique-ip"=>"23", "full-text"=>"27", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
- {"unique-ip"=>"33", "full-text"=>"34", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"24", "full-text"=>"24", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
- {"unique-ip"=>"32", "full-text"=>"31", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"10", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
- {"unique-ip"=>"24", "full-text"=>"24", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"1", "cited-by"=>"1", "year"=>"2015", "month"=>"4"}
- {"unique-ip"=>"17", "full-text"=>"21", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"8", "full-text"=>"14", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
- {"unique-ip"=>"21", "full-text"=>"17", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"18", "full-text"=>"19", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
- {"unique-ip"=>"13", "full-text"=>"10", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
- {"unique-ip"=>"17", "full-text"=>"20", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"3", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"22", "full-text"=>"16", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"11"}
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- {"unique-ip"=>"9", "full-text"=>"9", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
- {"unique-ip"=>"15", "full-text"=>"14", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"27", "full-text"=>"28", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
- {"unique-ip"=>"11", "full-text"=>"8", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
- {"unique-ip"=>"11", "full-text"=>"9", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
- {"unique-ip"=>"14", "full-text"=>"19", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
- {"unique-ip"=>"9", "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"=>"7"}
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- {"unique-ip"=>"20", "full-text"=>"21", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
- {"unique-ip"=>"14", "full-text"=>"18", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
- {"unique-ip"=>"11", "full-text"=>"10", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
- {"unique-ip"=>"8", "full-text"=>"6", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
- {"unique-ip"=>"17", "full-text"=>"8", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"1", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
- {"unique-ip"=>"12", "full-text"=>"15", "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"=>"10", "full-text"=>"12", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
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Relative Metric
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