CiteULike | Further Information

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Mendeley | Further Information

{"title"=>"Digital epidemiology", "type"=>"journal", "authors"=>[{"first_name"=>"Marcel", "last_name"=>"Salathé", "scopus_author_id"=>"12780442200"}, {"first_name"=>"Linus", "last_name"=>"Bengtsson", "scopus_author_id"=>"36514232000"}, {"first_name"=>"Todd J.", "last_name"=>"Bodnar", "scopus_author_id"=>"55163912700"}, {"first_name"=>"Devon D.", "last_name"=>"Brewer", "scopus_author_id"=>"7102103512"}, {"first_name"=>"John S.", "last_name"=>"Brownstein", "scopus_author_id"=>"8872411400"}, {"first_name"=>"Caroline", "last_name"=>"Buckee", "scopus_author_id"=>"20733408400"}, {"first_name"=>"Ellsworth M.", "last_name"=>"Campbell", "scopus_author_id"=>"57193580161"}, {"first_name"=>"Ciro", "last_name"=>"Cattuto", "scopus_author_id"=>"6701361048"}, {"first_name"=>"Shashank", "last_name"=>"Khandelwal", "scopus_author_id"=>"35303036800"}, {"first_name"=>"Patricia L.", "last_name"=>"Mabry", "scopus_author_id"=>"16301695100"}, {"first_name"=>"Alessandro", "last_name"=>"Vespignani", "scopus_author_id"=>"7004546582"}], "year"=>2012, "source"=>"PLoS Computational Biology", "identifiers"=>{"issn"=>"1553734X", "scopus"=>"2-s2.0-84864615762", "pui"=>"365384791", "doi"=>"10.1371/journal.pcbi.1002616", "isbn"=>"1553-7358 (Electronic)\\r1553-734X (Linking)", "sgr"=>"84864615762", "pmid"=>"22844241"}, "id"=>"54e7eb03-e818-3917-a632-9edba17e6ad1", "abstract"=>"Mobile, social, real-time: the ongoing revolution in the way people communicate has given rise to a new kind of epidemiology. 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• {"id"=>"228602236148789248", "text"=>"Digital epidemiology - Doesn't it sound a bit outdated? How about *DATA* epidemiology ;) - http://t.co/gSDbP19i", "created_at"=>"2012-07-26T21:26:34Z", "user"=>"yy", "user_name"=>"Yong-Yeol Ahn", "user_profile_image"=>"http://a0.twimg.com/profile_images/723753917/Photo0711_normal.jpg"}
• {"id"=>"228602541888372736", "text"=>"Digital epidemiology http://t.co/eBgnkPKg", "created_at"=>"2012-07-26T21:27:47Z", "user"=>"mikaelhuss", "user_name"=>"Mikael Huss", "user_profile_image"=>"http://a0.twimg.com/profile_images/1214071998/Mikael_normal.jpg"}
• {"id"=>"228604536267366400", "text"=>"RT @yy: Digital epidemiology - Doesn't it sound a bit outdated? How about *DATA* epidemiology ;) - http://t.co/gSDbP19i", "created_at"=>"2012-07-26T21:35:43Z", "user"=>"lshlj", "user_name"=>"SangHoon Lee", "user_profile_image"=>"http://a0.twimg.com/profile_images/2396511280/p1nxsir6ac5vwjkx85c1_normal.jpeg"}
• {"id"=>"228604570023124992", "text"=>"Digital Epidemiology http://t.co/aNy7KCQ3", "created_at"=>"2012-07-26T21:35:51Z", "user"=>"net_science", "user_name"=>"NetScience", "user_profile_image"=>"http://a0.twimg.com/profile_images/1645932408/images_normal.jpeg"}
• {"id"=>"228609947489935360", "text"=>"Introducing \"Digital Epidemiology\": http://t.co/xMGi6prE @marcelsalathe @johnbrownstein @alexvespi #datascience", "created_at"=>"2012-07-26T21:57:13Z", "user"=>"ciro", "user_name"=>"Ciro Cattuto", "user_profile_image"=>"http://a0.twimg.com/profile_images/56071111/ciro_normal.jpg"}
• {"id"=>"228618441609846785", "text"=>"Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti @johnbrownstein et al", "created_at"=>"2012-07-26T22:30:58Z", "user"=>"marcelsalathe", "user_name"=>"Marcel Salathe", "user_profile_image"=>"http://a0.twimg.com/profile_images/51886082/sala_normal.jpg"}
• {"id"=>"228618560619044864", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-26T22:31:27Z", "user"=>"salathegroup", "user_name"=>"Salathe Group", "user_profile_image"=>"http://a0.twimg.com/profile_images/1148174360/Screen_shot_2010-10-19_at_2.16.34_PM_normal.png"}
• {"id"=>"228620048233811968", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-26T22:37:21Z", "user"=>"johnbrownstein", "user_name"=>"John Brownstein", "user_profile_image"=>"http://a0.twimg.com/profile_images/1305710500/gpw-20050430a-fullsize-Ebola-virus-CDC-PHIL-ID-1181_normal.jpg"}
• {"id"=>"228620250961285121", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-26T22:38:10Z", "user"=>"healthmap", "user_name"=>"HealthMap.org", "user_profile_image"=>"http://a0.twimg.com/profile_images/758430701/newHMlogo_normal.png"}
• {"id"=>"228626890989137921", "text"=>"RT @ciro: Introducing \"Digital Epidemiology\": http://t.co/xMGi6prE @marcelsalathe @johnbrownstein @alexvespi #datascience", "created_at"=>"2012-07-26T23:04:33Z", "user"=>"MASenor", "user_name"=>"Monica A. Senor", "user_profile_image"=>"http://a0.twimg.com/profile_images/1719208250/image_normal.jpg"}
• {"id"=>"228630661811023872", "text"=>"RT @yy: Digital epidemiology - Doesn't it sound a bit outdated? How about *DATA* epidemiology ;) - http://t.co/gSDbP19i", "created_at"=>"2012-07-26T23:19:32Z", "user"=>"psy_mikyung", "user_name"=>"Mikyung Lee", "user_profile_image"=>"http://a0.twimg.com/profile_images/1879381435/2011-10-06_16.05.59_normal.jpg"}
• {"id"=>"228639442271883264", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-26T23:54:25Z", "user"=>"deaneckles", "user_name"=>"Dean Eckles", "user_profile_image"=>"http://a0.twimg.com/profile_images/591211346/DSC_1452_-_Version_2_normal.jpg"}
• {"id"=>"228641645250363392", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-27T00:03:10Z", "user"=>"EpsteinJon", "user_name"=>"Jonathan Epstein", "user_profile_image"=>"http://a0.twimg.com/profile_images/2410452973/sw6dcas0x7wg69oaqipy_normal.jpeg"}
• {"id"=>"228642594438144000", "text"=>"RT @ciro: Introducing \"Digital Epidemiology\": http://t.co/xMGi6prE @marcelsalathe @johnbrownstein @alexvespi #datascience", "created_at"=>"2012-07-27T00:06:57Z", "user"=>"MTizzoni", "user_name"=>"Michele Tizzoni", "user_profile_image"=>"http://a0.twimg.com/profile_images/1565316296/IMG_7587_normal.jpg"}
• {"id"=>"228642848038326273", "text"=>"Via @healthmap: a perspective piece on digital epidemiology, the future of surveillance http://t.co/Dt9sxnX1 (@JoshKaushansky might enjoy)", "created_at"=>"2012-07-27T00:07:57Z", "user"=>"k_kinzel", "user_name"=>"Kathryn Kinzel", "user_profile_image"=>"http://a0.twimg.com/profile_images/1257809069/eightbit-aad13939-480f-42c8-821f-3601c3b52619_normal.png"}
• {"id"=>"228648072136249346", "text"=>"Digital Epidemiology #PLoS http://t.co/mCsMi0lq", "created_at"=>"2012-07-27T00:28:43Z", "user"=>"HartleyDM", "user_name"=>"David Hartley", "user_profile_image"=>"http://a0.twimg.com/profile_images/2397123709/3b7wxfgdmv44humufmyh_normal.jpeg"}
• {"id"=>"228658894388469761", "text"=>"RT @HartleyDM Digital Epidemiology #PLoS http://t.co/drMe6M5C", "created_at"=>"2012-07-27T01:11:43Z", "user"=>"EpiDoctor", "user_name"=>"Michael Walsh", "user_profile_image"=>"http://a0.twimg.com/profile_images/1435635719/website_photo_5_normal.jpg"}
• {"id"=>"228659022998417408", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-27T01:12:14Z", "user"=>"rmfeatherstone", "user_name"=>"Robin Featherstone", "user_profile_image"=>"http://a0.twimg.com/profile_images/2419980643/as6b4v83gydh5dif8jh5_normal.jpeg"}
• {"id"=>"228694916870598656", "text"=>"RT @mikaelhuss: Digital epidemiology http://t.co/eBgnkPKg", "created_at"=>"2012-07-27T03:34:51Z", "user"=>"pholme", "user_name"=>"Petter Holme", "user_profile_image"=>"http://a0.twimg.com/profile_images/2434532652/gzqudf8p74sirpn4dzza_normal.jpeg"}
• {"id"=>"228707292831432704", "text"=>"RT @mikaelhuss: Digital epidemiology http://t.co/eBgnkPKg", "created_at"=>"2012-07-27T04:24:02Z", "user"=>"rayohauno", "user_name"=>"rayohauno", "user_profile_image"=>"http://a0.twimg.com/profile_images/2200417969/100_1235_normal.JPG"}
• {"id"=>"228774630272417792", "text"=>"Perspective piece: Digital epidemiology | PLOS Comp Bio http://t.co/APnHRL58 @marcelsalathe @ciro @alexvespi @gazeti @johnbrownstein et al", "created_at"=>"2012-07-27T08:51:36Z", "user"=>"dylanbgeorge", "user_name"=>"Dylan George", "user_profile_image"=>"http://a0.twimg.com/profile_images/77908283/IMG_0007_normal.JPG"}
• {"id"=>"228774739156561920", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-27T08:52:02Z", "user"=>"dylanbgeorge", "user_name"=>"Dylan George", "user_profile_image"=>"http://a0.twimg.com/profile_images/77908283/IMG_0007_normal.JPG"}
• {"id"=>"228775026801917953", "text"=>"RT @HartleyDM: Digital Epidemiology #PLoS http://t.co/mCsMi0lq", "created_at"=>"2012-07-27T08:53:11Z", "user"=>"dylanbgeorge", "user_name"=>"Dylan George", "user_profile_image"=>"http://a0.twimg.com/profile_images/77908283/IMG_0007_normal.JPG"}
• {"id"=>"228775803587031040", "text"=>"RT @ciro: Introducing \"Digital Epidemiology\": http://t.co/xMGi6prE @marcelsalathe @johnbrownstein @alexvespi #datascience", "created_at"=>"2012-07-27T08:56:16Z", "user"=>"dylanbgeorge", "user_name"=>"Dylan George", "user_profile_image"=>"http://a0.twimg.com/profile_images/77908283/IMG_0007_normal.JPG"}
• {"id"=>"228781184933572609", "text"=>"Digital Epidemiology »\nby Marcel Salathé, Linus Bengtsson, Todd J. Bodnar, Devon D. Brewer, John S. http://t.co/vahLbZMT", "created_at"=>"2012-07-27T09:17:39Z", "user"=>"bgoncalves", "user_name"=>"Bruno Gonçalves", "user_profile_image"=>"http://a0.twimg.com/profile_images/558403471/9426_612040778237_2613408_35691718_1234503_n_normal.jpg"}
• {"id"=>"228823040694292482", "text"=>"Digital Epidemiology via @ciro @marcelsalathe http://t.co/qyiQSN2X", "created_at"=>"2012-07-27T12:03:58Z", "user"=>"rileycrane", "user_name"=>"rileycrane", "user_profile_image"=>"http://a0.twimg.com/profile_images/771030603/rileycrane_small_normal.jpg"}
• {"id"=>"228846908045668352", "text"=>"Digital Epidemilogy, #twitteromics? As @dcclavijob suggest http://t.co/Y1rtpIfb", "created_at"=>"2012-07-27T13:38:49Z", "user"=>"Karelman", "user_name"=>"Karelman", "user_profile_image"=>"http://a0.twimg.com/profile_images/1232055637/karel-eVHI79_normal.jpg"}
• {"id"=>"228929014474100736", "text"=>"RT @marcelsalathe: Perspective piece on digital epidemiology now online in plos comp bio http://t.co/ltVAwjUl @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-27T19:05:05Z", "user"=>"gazeti", "user_name"=>"Shashank Khandelwal", "user_profile_image"=>"http://a0.twimg.com/profile_images/249757252/1244133553046_d41a1_normal.png"}
• {"id"=>"228929104773275648", "text"=>"RT @dylanbgeorge: Perspective piece: Digital epidemiology | PLOS Comp Bio http://t.co/APnHRL58 @marcelsalathe @ciro @alexvespi @gazeti ...", "created_at"=>"2012-07-27T19:05:26Z", "user"=>"gazeti", "user_name"=>"Shashank Khandelwal", "user_profile_image"=>"http://a0.twimg.com/profile_images/249757252/1244133553046_d41a1_normal.png"}
• {"id"=>"228977401877647360", "text"=>"http://t.co/FS8airW3 \"Digital Epidemiology\". Good overview of the potential role current tech and data can play in population health.", "created_at"=>"2012-07-27T22:17:21Z", "user"=>"myvinnie", "user_name"=>"Vinnie Ramesh", "user_profile_image"=>"http://a0.twimg.com/profile_images/1131902620/41502_500535903_3676_q_normal.jpg"}
• {"id"=>"229025114140835840", "text"=>"http://t.co/NZkKfozv \"Digital Epidemiology\" How tech & data can change population health mgmt. Very much aligned w/ the wellframe vision", "created_at"=>"2012-07-28T01:26:56Z", "user"=>"wellframe", "user_name"=>"wellfra.me", "user_profile_image"=>"http://a0.twimg.com/profile_images/2365029778/f202w1hf9o2iokk2j16c_normal.png"}
• {"id"=>"229058008485867520", "text"=>"Digital Epidemiology http://t.co/xDLlsiKQ @vgalaz", "created_at"=>"2012-07-28T03:37:39Z", "user"=>"juanrocha", "user_name"=>"Juan Rocha", "user_profile_image"=>"http://a0.twimg.com/profile_images/2341219436/ewrq4h9k4s4wnyi13k12_normal.jpeg"}
• {"id"=>"230095832672792578", "text"=>"Como las redes sociales y nuevas tecnologias estan generando un nuevo tipo de epidemiologia. #PLOS: http://t.co/yeKZRBia", "created_at"=>"2012-07-31T00:21:36Z", "user"=>"JuanUgaldeC", "user_name"=>"Juan A. Ugalde", "user_profile_image"=>"http://a0.twimg.com/profile_images/1716636369/IMG_2721_normal.jpg"}
• {"id"=>"231141325574135808", "text"=>"PLoS Computational Biology: #Digital Epidemiology http://t.co/TjUjwaol", "created_at"=>"2012-08-02T21:36:01Z", "user"=>"josealivivas", "user_name"=>"Jose Ali Vivas", "user_profile_image"=>"http://a0.twimg.com/profile_images/1588438927/image_normal.jpg"}
• {"id"=>"232498574603194369", "text"=>"#PLOS: Digital Epidemiology http://t.co/OBZqPTFb", "created_at"=>"2012-08-06T15:29:14Z", "user"=>"bahanbug", "user_name"=>"DiseaseEcologist", "user_profile_image"=>"http://a0.twimg.com/sticky/default_profile_images/default_profile_6_normal.png"}
• {"id"=>"233911076205498368", "text"=>"The rise of digital epidemiology http://t.co/MIYXJm8w", "created_at"=>"2012-08-10T13:02:01Z", "user"=>"Anna_Webb", "user_name"=>"Anna Webb", "user_profile_image"=>"http://a0.twimg.com/profile_images/1664026344/image_normal.jpg"}
• {"id"=>"234301210709069824", "text"=>"Digital Epidemiology http://t.co/qN9NUYBs #futuremed #globalhealth", "created_at"=>"2012-08-11T14:52:16Z", "user"=>"markomanka", "user_name"=>"Marco Manca", "user_profile_image"=>"http://a0.twimg.com/profile_images/219309250/Io_normal.jpg"}
• {"id"=>"234305639948636160", "text"=>"RT @markomanka: Digital Epidemiology http://t.co/qN9NUYBs #futuremed #globalhealth", "created_at"=>"2012-08-11T15:09:52Z", "user"=>"flupianez", "user_name"=>"Francisco Lupiáñez", "user_profile_image"=>"http://a0.twimg.com/profile_images/34411022/flupianez_290507_normal.jpg"}
• {"id"=>"234308070912700416", "text"=>"RT @markomanka: Digital Epidemiology http://t.co/qN9NUYBs #futuremed #globalhealth", "created_at"=>"2012-08-11T15:19:31Z", "user"=>"jgarcialeon", "user_name"=>"Javier Garcia Leon", "user_profile_image"=>"http://a0.twimg.com/profile_images/412913283/Javier_Garcia_normal.jpg"}
• {"id"=>"234311944599908352", "text"=>"RT @markomanka: Digital Epidemiology http://t.co/zKZMd2Ex #futuremed #globalhealth", "created_at"=>"2012-08-11T15:34:55Z", "user"=>"FelipeMejiaMedi", "user_name"=>"FelipeMejiaMedina", "user_profile_image"=>"http://a0.twimg.com/profile_images/1675241398/DSCF0048_-_Copy_normal.JPG"}
• {"id"=>"234312486407503873", "text"=>"RT @FelipeMejiaMedi: RT @markomanka: Digital Epidemiology http://t.co/DJtFYroy #futuremed #globalhealth", "created_at"=>"2012-08-11T15:37:04Z", "user"=>"anamartj", "user_name"=>"Ana Maria Lopez", "user_profile_image"=>"http://a0.twimg.com/profile_images/2227026774/SF18_normal.jpg"}
• {"id"=>"234403715409403904", "text"=>"RT @markomanka: Digital Epidemiology http://t.co/GNw3HVB3 #futuremed #globalhealth", "created_at"=>"2012-08-11T21:39:35Z", "user"=>"jmsuelves", "user_name"=>"Josep M Suelves", "user_profile_image"=>"http://a0.twimg.com/profile_images/1285398351/jmsuelvesb_normal.jpg"}
• {"id"=>"234662543124201472", "text"=>"Digital Epidemiology: the future is now http://t.co/UlF9Ptji", "created_at"=>"2012-08-12T14:48:04Z", "user"=>"umdhealthequity", "user_name"=>"Stephen B. Thomas", "user_profile_image"=>"http://a0.twimg.com/profile_images/1652864642/sbt_web_photo_2011_normal.jpg"}
• {"id"=>"234680028191924230", "text"=>"RT @umdhealthequity: Digital Epidemiology: the future is now http://t.co/UlF9Ptji", "created_at"=>"2012-08-12T15:57:33Z", "user"=>"rsgold", "user_name"=>"rsgold", "user_profile_image"=>"http://a0.twimg.com/profile_images/375777533/bob_normal.jpg"}
• {"id"=>"236469088090722304", "text"=>"#PLOS: Digital Epidemiology http://t.co/AfWGoMk5", "created_at"=>"2012-08-17T14:26:38Z", "user"=>"reichlab", "user_name"=>"Nicholas G. Reich", "user_profile_image"=>"http://a0.twimg.com/profile_images/1710225104/faceshot_normal.jpg"}
• {"id"=>"236836263066484737", "text"=>"Digital Epidemiology\nhttp://t.co/pzgFMgRU", "created_at"=>"2012-08-18T14:45:39Z", "user"=>"BioSciProject", "user_name"=>"BioScience Project", "user_profile_image"=>"http://a0.twimg.com/profile_images/1810310639/chalkboard_normal.jpg"}
• {"id"=>"238297091808575491", "text"=>"#Digital #Epidemiology http://t.co/wDPKa6S1 How are we going to put #bigdata to use?", "created_at"=>"2012-08-22T15:30:28Z", "user"=>"hcolelewis", "user_name"=>"Heather Cole-Lewis", "user_profile_image"=>"http://a0.twimg.com/profile_images/1632033739/me_at_mhealth_2011_podium_medium_normal.jpg"}
• {"id"=>"240843130981740544", "text"=>"@SeeManual @benjaminchapman @bugcounter http://t.co/4uweOp7c", "created_at"=>"2012-08-29T16:07:31Z", "user"=>"SeeManual", "user_name"=>"Chip Manuel", "user_profile_image"=>"http://a0.twimg.com/profile_images/2443188479/hl74ah2caawye9d9e3hx_normal.jpeg"}
• {"id"=>"242616801366769664", "text"=>"Digital Epidemiology - PLoS new media tools give \"rise to a new kind of epidemiology…\" @UMDPublicHealth @SOPHEtweets http://t.co/l4MiMUt8", "created_at"=>"2012-09-03T13:35:27Z", "user"=>"rsgold", "user_name"=>"rsgold", "user_profile_image"=>"http://a0.twimg.com/profile_images/375777533/bob_normal.jpg"}
• {"id"=>"257185729493475328", "text"=>"Epidemiology/socmedia analytics: computable context 4 health crisis response? http://t.co/SWqxVqgN @goonth @sashag @sarahdoody", "created_at"=>"2012-10-13T18:27:10Z", "user"=>"BrendanHowley", "user_name"=>"Brendan Howley", "user_profile_image"=>"http://a0.twimg.com/profile_images/715769931/Brendan.Ron_normal.jpg"}
• {"id"=>"257199762686754816", "text"=>"RT @BrendanHowley: Epidemiology/socmedia analytics: computable context 4 health crisis response? http://t.co/SWqxVqgN @goonth @sashag @sarahdoody", "created_at"=>"2012-10-13T19:22:56Z", "user"=>"goonth", "user_name"=>"Gunther Sonnenfeld", "user_profile_image"=>"http://a0.twimg.com/profile_images/1778046473/image1327416370_normal.png"}
• {"id"=>"266619701763919872", "text"=>"Marcel Salathé's et al.'s hi-rez snapshot of the new world of digital epidemiology: http://t.co/18oQJ0Jd #bigdata #health", "created_at"=>"2012-11-08T19:14:25Z", "user"=>"rgkirkpatrick", "user_name"=>"Robert Kirkpatrick", "user_profile_image"=>"http://a0.twimg.com/profile_images/2157844823/RK-Smaller_normal.jpg"}
• {"id"=>"266628807031668736", "text"=>"RT @rgkirkpatrick: Marcel Salathé's et al.'s hi-rez snapshot of the new world of digital epidemiology: http://t.co/18oQJ0Jd #bigdata #health", "created_at"=>"2012-11-08T19:50:35Z", "user"=>"ScottTees", "user_name"=>"Scott Teesdale", "user_profile_image"=>"http://a0.twimg.com/profile_images/2385759506/gyiz06oel95ppo02slvg_normal.jpeg"}
• {"id"=>"266641001924423680", "text"=>"@Reovirus one of the intersections of our work: http://t.co/yZuto39r", "created_at"=>"2012-11-08T20:39:03Z", "user"=>"Erict19", "user_name"=>"Eric Tyler", "user_profile_image"=>"http://a0.twimg.com/profile_images/2349946705/64nxq2x2a8sr2n8efjju_normal.jpeg"}
• {"id"=>"266649915239854080", "text"=>"RT @rgkirkpatrick: Marcel Salathé's et al.'s hi-rez snapshot of the new world of digital epidemiology: http://t.co/18oQJ0Jd #bigdata #health", "created_at"=>"2012-11-08T21:14:28Z", "user"=>"UNWIREDGlobal", "user_name"=>"Tami Kesselman", "user_profile_image"=>"http://a0.twimg.com/profile_images/2700626346/3f77fd51fd6a65bbe00caf8ff891cf04_normal.jpeg"}
• {"id"=>"266788110485057536", "text"=>"RT @rgkirkpatrick: Marcel Salathé et al.'s hi-rez snapshot of new world of digital epidemiology http://t.co/DciB51ce #bigdata #globalhealth", "created_at"=>"2012-11-09T06:23:36Z", "user"=>"PeterSpeyer", "user_name"=>"Peter Speyer", "user_profile_image"=>"http://a0.twimg.com/profile_images/845884083/Peter_normal.jpg"}
• {"id"=>"266879376539410432", "text"=>"food for thought and the future of #epidemiology #PLOSCompBio: Digital Epidemiology http://t.co/77ILKEWN", "created_at"=>"2012-11-09T12:26:16Z", "user"=>"TLaskyPhD", "user_name"=>"Tamar Lasky", "user_profile_image"=>"http://a0.twimg.com/profile_images/1822081215/mie_logo_060210_normal.png"}
• {"id"=>"278490906934534144", "text"=>"Digital Epidemiology http://t.co/z1nwUOPw cc @UNGlobalPulse", "created_at"=>"2012-12-11T13:26:20Z", "user"=>"litonidas", "user_name"=>"Miguel Luengo-Oroz", "user_profile_image"=>"http://a0.twimg.com/profile_images/1735054427/rikisa_normal.jpg"}
• {"id"=>"286223878651510784", "text"=>"This plos open-biology article takes about using epidemiological methods on social media data to trace actual epidemics http://t.co/PnmiaPE2", "created_at"=>"2013-01-01T21:34:25Z", "user"=>"jaspergregory", "user_name"=>"Jasper", "user_profile_image"=>"http://a0.twimg.com/profile_images/2962718515/55b799ce8e228f3d5774efa26725c401_normal.jpeg"}
• {"id"=>"296529515562291200", "text"=>"PLOS Epidemiología digital http://t.co/IEelYCGV vía @castrocloud", "created_at"=>"2013-01-30T08:05:20Z", "user"=>"EnferEvidente", "user_name"=>"X.M. Meijome", "user_profile_image"=>"http://a0.twimg.com/profile_images/2706610002/68e7f94009b89b1d7a050f791bb98d7f_normal.jpeg"}
• {"id"=>"296538612659519490", "text"=>"Leyendo! RT @enferevidente: PLOS Epidemiología digital http://t.co/fy7nXd7Q vía @castrocloud", "created_at"=>"2013-01-30T08:41:29Z", "user"=>"redsalud_and", "user_name"=>"Red Salud Andalucía", "user_profile_image"=>"http://a0.twimg.com/profile_images/1921654740/twitter_normal.JPG"}
• {"id"=>"365775476985303040", "text"=>"@franfanjul @juliomayol @iClinicoMadrid Gracias! Conozco el trabajo. Aquí tienes otro (en abierto): http://t.co/5bPEGQxBlT", "created_at"=>"2013-08-09T10:04:04Z", "user"=>"estebanmoro", "user_name"=>"Esteban Moro", "user_profile_image"=>"http://a0.twimg.com/profile_images/1328655365/jjki_normal.jpg"}
• {"id"=>"365775546203901952", "text"=>"RT @estebanmoro: @franfanjul @juliomayol @iClinicoMadrid Gracias! Conozco el trabajo. Aquí tienes otro (en abierto): http://t.co/5bPEGQxBlT", "created_at"=>"2013-08-09T10:04:20Z", "user"=>"juliomayol", "user_name"=>"Julio Mayol", "user_profile_image"=>"http://a0.twimg.com/profile_images/378800000077280461/823d71687710768b2a43f41ec17b65a5_normal.jpeg"}
• {"id"=>"390800549861269504", "text"=>"#PLOSCompBio: Digital Epidemiology http://t.co/o14IzmdPNc", "created_at"=>"2013-10-17T11:24:46Z", "user"=>"MFloraMaja", "user_name"=>"MFlora", "user_profile_image"=>"http://a0.twimg.com/profile_images/3093584650/cb3ea6b50badc057e1cc1c8c76094efd_normal.jpeg"}
• {"id"=>"393857979851632640", "text"=>"\"PLOS Computational Biology: Digital Epidemiology\" http://t.co/z0cltHYQ2b", "created_at"=>"2013-10-25T21:53:54Z", "user"=>"lapeltz", "user_name"=>"Lorri Peltz-Lewis", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2357795572/i7cg5s4gbs38mz0j5ewt_normal.jpeg"}
• {"id"=>"396389908715016192", "text"=>"Not recent, but still an interesting read: Digital Epidemiology http://t.co/aIO9KXcPbc #PLOS", "created_at"=>"2013-11-01T21:34:53Z", "user"=>"almabehar", "user_name"=>"Alma Behar", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000527377899/ce08d41c0afee2122fbc952a68c94917_normal.jpeg"}
• {"id"=>"500334854492266496", "text"=>"Digital Epidemiology http://t.co/msm69JAxT1", "created_at"=>"2014-08-15T17:34:59Z", "user"=>"mmaciasvidal", "user_name"=>"Michael Macias Vidal", "user_profile_image"=>"http://pbs.twimg.com/profile_images/463700991422894081/tgEzBwJ4_normal.png"}
• {"id"=>"505375082307284992", "text"=>"Disease and health dynamics in populations around the \"connected\" world http://t.co/cj98HXS6XR", "created_at"=>"2014-08-29T15:23:03Z", "user"=>"anamika13", "user_name"=>"anamika mehta", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2938675902/a329dabc08a79dd67f788f2dbaa1acb3_normal.png"}
• {"id"=>"612683728494690304", "text"=>"Digital Epidemiology http://t.co/4QqJSp440f", "created_at"=>"2015-06-21T18:09:18Z", "user"=>"Dmartincc", "user_name"=>"dmartincc", "user_profile_image"=>"http://pbs.twimg.com/profile_images/526429252829200384/RzXKkU1W_normal.jpeg"}
• {"id"=>"683303344228663296", "text"=>"#Digital #Epidemiology https://t.co/qCfpSMdpOl #digitalhealth #mHealth #publichealth #health #healthcare #disease #data #healthdata", "created_at"=>"2016-01-02T15:06:27Z", "user"=>"k_kasiao", "user_name"=>"Kasia Obłoza", "user_profile_image"=>"http://pbs.twimg.com/profile_images/563354924268793860/T62OyJnP_normal.jpeg"}
• {"id"=>"683306950046650368", "text"=>"RT k_kasiao #Digital #Epidemiology https://t.co/SQOqG1JDrF #digitalhealth #mHealth #publichealth #health #healthcare #disease #data #healt…", "created_at"=>"2016-01-02T15:20:46Z", "user"=>"stagesofbb", "user_name"=>"Holly Cromwell", "user_profile_image"=>"http://pbs.twimg.com/profile_images/661403309513637888/_dEXgjv9_normal.jpg"}
• {"id"=>"692020129106792448", "text"=>"@alexvespi @cmyeaton This @PLOSCompBiol paper expands on your thoughts: https://t.co/PQSrGm2kx1 You've prob seen it but FYI for others!", "created_at"=>"2016-01-26T16:23:50Z", "user"=>"ereinerts", "user_name"=>"Erik Reinertsen", "user_profile_image"=>"http://pbs.twimg.com/profile_images/651464836597968896/d2XntCYQ_normal.jpg"}
• {"id"=>"692021180375523328", "text"=>"@cmyeaton this @PLOSCompBiol paper by @alexvespi expands on thoughts: https://t.co/PQSrGm2kx1 (redid tweet so less embarassing haha)", "created_at"=>"2016-01-26T16:28:01Z", "user"=>"ereinerts", "user_name"=>"Erik Reinertsen", "user_profile_image"=>"http://pbs.twimg.com/profile_images/651464836597968896/d2XntCYQ_normal.jpg"}
• {"id"=>"692031729993977856", "text"=>"RT @ereinerts: @cmyeaton this @PLOSCompBiol paper by @alexvespi expands on thoughts: https://t.co/PQSrGm2kx1 (redid tweet so less embarassi…", "created_at"=>"2016-01-26T17:09:56Z", "user"=>"clarkfreifeld", "user_name"=>"Clark Freifeld", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000261341403/6529c5348837631953592516a0ab604b_normal.png"}
• {"id"=>"696502329592385538", "text"=>"Digital Epidemiology https://t.co/W2HPd0BkLj #PLOSCompBio", "created_at"=>"2016-02-08T01:14:30Z", "user"=>"SepandAlavi", "user_name"=>"Sepand", "user_profile_image"=>"http://pbs.twimg.com/profile_images/566353569314385920/YLiirQPT_normal.jpeg"}
• {"id"=>"712460542317821953", "text"=>"Digital Epidemiology\nhttps://t.co/0KedMa5KtX via @PLOSBiology", "created_at"=>"2016-03-23T02:06:44Z", "user"=>"pash22", "user_name"=>"Ash Paul", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3295856896/66ab958422d28c521d0143bddbb90233_normal.jpeg"}
• {"id"=>"800529411254517761", "text"=>"\"Digital data sources...can provide local & timely info about disease & health dynamics in pop.'s around the world\": https://t.co/4TQByYp2SI", "created_at"=>"2016-11-21T02:40:59Z", "user"=>"nikki_king91", "user_name"=>"Nikki King", "user_profile_image"=>"http://pbs.twimg.com/profile_images/692471620330508290/sWTkWuS__normal.jpg"}
• {"id"=>"804539574491971584", "text"=>"RT @PLOSCompBiol: #Digital #Epidemiology - A review article from the #BigData Focus Feature. @marcelsalathe et al https://t.co/06W5bYowv5 #…", "created_at"=>"2016-12-02T04:15:56Z", "user"=>"BiswapriyaMisra", "user_name"=>"Biswapriya Misra", "user_profile_image"=>"http://pbs.twimg.com/profile_images/800544755608391681/KdbIsjK9_normal.jpg"}
• {"id"=>"804539957499064320", "text"=>"RT @PLOSCompBiol: #Digital #Epidemiology - A review article from the #BigData Focus Feature. @marcelsalathe et al https://t.co/06W5bYowv5 #…", "created_at"=>"2016-12-02T04:17:28Z", "user"=>"danjbecker", "user_name"=>"Dan Becker", "user_profile_image"=>"http://pbs.twimg.com/profile_images/655372701348012032/KN7OoT_F_normal.jpg"}
• {"id"=>"804545887334703104", "text"=>"RT @PLOSCompBiol: #Digital #Epidemiology - A review article from the #BigData Focus Feature. @marcelsalathe et al https://t.co/06W5bYowv5 #…", "created_at"=>"2016-12-02T04:41:01Z", "user"=>"KirkDG_", "user_name"=>"Kirk De Guzman", "user_profile_image"=>"http://pbs.twimg.com/profile_images/744138811089686528/Vwx_8A3g_normal.jpg"}
• {"id"=>"804569830208610305", "text"=>".@OdetteAnnable Too bad we didn't have the E-Hub to warn you! We actually can use social media to track infections: https://t.co/i3iDdTk7va", "created_at"=>"2016-12-02T06:16:10Z", "user"=>"BrennanSpiegel", "user_name"=>"Brennan Spiegel, MD", "user_profile_image"=>"http://pbs.twimg.com/profile_images/699702830559408128/RlhQvAfC_normal.jpg"}
• {"id"=>"804633148856246272", "text"=>"\"Digital Epidemiology\". What an amazing study. This gives me hope of spreading information while also educating. https://t.co/NHjLPWSebh", "created_at"=>"2016-12-02T10:27:46Z", "user"=>"NeuroTrees", "user_name"=>"X", "user_profile_image"=>"http://pbs.twimg.com/profile_images/778921110611996672/nNCPSaJ__normal.jpg"}
• {"id"=>"804668515680681984", "text"=>"RT @PLOSCompBiol: #Digital #Epidemiology - A review article from the #BigData Focus Feature. @marcelsalathe et al https://t.co/06W5bYowv5 #…", "created_at"=>"2016-12-02T12:48:18Z", "user"=>"RJOidtman", "user_name"=>"Rachel Oidtman", "user_profile_image"=>"http://pbs.twimg.com/profile_images/730872552709623812/GS2bAxPQ_normal.jpg"}
• {"id"=>"850522830609543168", "text"=>"RT @PLOSCompBiol: #FocusFeatureFriday: Digital data can provide timely info on health dynamics around the world https://t.co/06W5bYowv5 #Wo…", "created_at"=>"2017-04-08T01:36:59Z", "user"=>"MarilaGennaro", "user_name"=>"Marila Gennaro", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3079595801/942ddfd7d1ec458f961a62702f0ed4be_normal.jpeg"}
• {"id"=>"850889960106471424", "text"=>"RT @PLOSCompBiol: #FocusFeatureFriday: Digital data can provide timely info on health dynamics around the world https://t.co/06W5bYowv5 #Wo…", "created_at"=>"2017-04-09T01:55:49Z", "user"=>"Rosenchild", "user_name"=>"VonVictor Rosenchild", "user_profile_image"=>"http://pbs.twimg.com/profile_images/846436996033605634/gHfFlP1o_normal.jpg"}
• {"id"=>"850893728206266369", "text"=>"RT @PLOSCompBiol: #FocusFeatureFriday: Digital data can provide timely info on health dynamics around the world https://t.co/06W5bYowv5 #Wo…", "created_at"=>"2017-04-09T02:10:48Z", "user"=>"HubBucket", "user_name"=>"HubBucket, Inc.", "user_profile_image"=>"http://pbs.twimg.com/profile_images/820444562044788736/E7qrxpfh_normal.jpg"}
• {"id"=>"850948661114699776", "text"=>"RT @PLOSCompBiol: #FocusFeatureFriday: Digital data can provide timely info on health dynamics around the world https://t.co/06W5bYowv5 #Wo…", "created_at"=>"2017-04-09T05:49:05Z", "user"=>"Rosenchild", "user_name"=>"VonVictor Rosenchild", "user_profile_image"=>"http://pbs.twimg.com/profile_images/846436996033605634/gHfFlP1o_normal.jpg"}
• {"id"=>"867399075565633540", "text"=>"https://t.co/WoLZZybDIo", "created_at"=>"2017-05-24T15:17:09Z", "user"=>"irinige", "user_name"=>"IRINI GERGIANAKI", "user_profile_image"=>"http://pbs.twimg.com/profile_images/770526043182665728/26yWr2O0_normal.jpg"}

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• {"month"=>"1", "year"=>"2017", "pdf_views"=>"252", "xml_views"=>"2", "html_views"=>"550"}
• {"month"=>"2", "year"=>"2017", "pdf_views"=>"280", "xml_views"=>"3", "html_views"=>"488"}
• {"month"=>"3", "year"=>"2017", "pdf_views"=>"278", "xml_views"=>"2", "html_views"=>"487"}
• {"month"=>"4", "year"=>"2017", "pdf_views"=>"300", "xml_views"=>"2", "html_views"=>"598"}
• {"month"=>"5", "year"=>"2017", "pdf_views"=>"260", "xml_views"=>"4", "html_views"=>"462"}
• {"month"=>"6", "year"=>"2017", "pdf_views"=>"232", "xml_views"=>"0", "html_views"=>"366"}
• {"month"=>"7", "year"=>"2017", "pdf_views"=>"183", "xml_views"=>"0", "html_views"=>"356"}
• {"month"=>"8", "year"=>"2017", "pdf_views"=>"54", "xml_views"=>"1", "html_views"=>"324"}
• {"month"=>"9", "year"=>"2017", "pdf_views"=>"62", "xml_views"=>"3", "html_views"=>"366"}
• {"month"=>"10", "year"=>"2017", "pdf_views"=>"91", "xml_views"=>"4", "html_views"=>"433"}
• {"month"=>"11", "year"=>"2017", "pdf_views"=>"77", "xml_views"=>"1", "html_views"=>"464"}
• {"month"=>"12", "year"=>"2017", "pdf_views"=>"91", "xml_views"=>"1", "html_views"=>"424"}
• {"month"=>"1", "year"=>"2018", "pdf_views"=>"63", "xml_views"=>"0", "html_views"=>"301"}
• {"month"=>"2", "year"=>"2018", "pdf_views"=>"67", "xml_views"=>"2", "html_views"=>"203"}
• {"month"=>"3", "year"=>"2018", "pdf_views"=>"54", "xml_views"=>"0", "html_views"=>"152"}
• {"month"=>"4", "year"=>"2018", "pdf_views"=>"80", "xml_views"=>"0", "html_views"=>"182"}
• {"month"=>"5", "year"=>"2018", "pdf_views"=>"69", "xml_views"=>"0", "html_views"=>"166"}
• {"month"=>"6", "year"=>"2018", "pdf_views"=>"74", "xml_views"=>"2", "html_views"=>"124"}
• {"month"=>"7", "year"=>"2018", "pdf_views"=>"108", "xml_views"=>"3", "html_views"=>"118"}
• {"month"=>"8", "year"=>"2018", "pdf_views"=>"102", "xml_views"=>"3", "html_views"=>"111"}
• {"month"=>"9", "year"=>"2018", "pdf_views"=>"137", "xml_views"=>"0", "html_views"=>"77"}
• {"month"=>"10", "year"=>"2018", "pdf_views"=>"173", "xml_views"=>"2", "html_views"=>"154"}
• {"month"=>"11", "year"=>"2018", "pdf_views"=>"98", "xml_views"=>"2", "html_views"=>"117"}
• {"month"=>"12", "year"=>"2018", "pdf_views"=>"45", "xml_views"=>"0", "html_views"=>"92"}
• {"month"=>"1", "year"=>"2019", "pdf_views"=>"57", "xml_views"=>"0", "html_views"=>"140"}
• {"month"=>"2", "year"=>"2019", "pdf_views"=>"33", "xml_views"=>"0", "html_views"=>"94"}
• {"month"=>"3", "year"=>"2019", "pdf_views"=>"49", "xml_views"=>"3", "html_views"=>"98"}
• {"month"=>"4", "year"=>"2019", "pdf_views"=>"37", "xml_views"=>"2", "html_views"=>"135"}
• {"month"=>"5", "year"=>"2019", "pdf_views"=>"58", "xml_views"=>"1", "html_views"=>"163"}
• {"month"=>"6", "year"=>"2019", "pdf_views"=>"46", "xml_views"=>"0", "html_views"=>"126"}
• {"month"=>"7", "year"=>"2019", "pdf_views"=>"52", "xml_views"=>"0", "html_views"=>"112"}
• {"month"=>"8", "year"=>"2019", "pdf_views"=>"44", "xml_views"=>"0", "html_views"=>"99"}
• {"month"=>"9", "year"=>"2019", "pdf_views"=>"53", "xml_views"=>"0", "html_views"=>"144"}
• {"month"=>"10", "year"=>"2019", "pdf_views"=>"64", "xml_views"=>"1", "html_views"=>"142"}
• {"month"=>"11", "year"=>"2019", "pdf_views"=>"87", "xml_views"=>"1", "html_views"=>"135"}
• {"month"=>"12", "year"=>"2019", "pdf_views"=>"40", "xml_views"=>"0", "html_views"=>"82"}
• {"month"=>"1", "year"=>"2020", "pdf_views"=>"75", "xml_views"=>"0", "html_views"=>"123"}
• {"month"=>"2", "year"=>"2020", "pdf_views"=>"180", "xml_views"=>"1", "html_views"=>"86"}
• {"month"=>"3", "year"=>"2020", "pdf_views"=>"236", "xml_views"=>"5", "html_views"=>"285"}
• {"month"=>"4", "year"=>"2020", "pdf_views"=>"378", "xml_views"=>"4", "html_views"=>"294"}
• {"month"=>"5", "year"=>"2020", "pdf_views"=>"355", "xml_views"=>"1", "html_views"=>"242"}
• {"month"=>"6", "year"=>"2020", "pdf_views"=>"98", "xml_views"=>"0", "html_views"=>"182"}
• {"month"=>"7", "year"=>"2020", "pdf_views"=>"100", "xml_views"=>"3", "html_views"=>"213"}
• {"month"=>"8", "year"=>"2020", "pdf_views"=>"90", "xml_views"=>"1", "html_views"=>"173"}
• {"month"=>"9", "year"=>"2020", "pdf_views"=>"78", "xml_views"=>"1", "html_views"=>"145"}
• {"month"=>"10", "year"=>"2020", "pdf_views"=>"215", "xml_views"=>"2", "html_views"=>"193"}
• {"month"=>"11", "year"=>"2020", "pdf_views"=>"115", "xml_views"=>"2", "html_views"=>"160"}
• {"month"=>"12", "year"=>"2020", "pdf_views"=>"66", "xml_views"=>"3", "html_views"=>"136"}
• {"month"=>"1", "year"=>"2021", "pdf_views"=>"25", "xml_views"=>"1", "html_views"=>"90"}

Figshare

• {"files"=>["https://ndownloader.figshare.com/files/601560"], "description"=>"<p>Inset shows greater Los Angeles area. Brightness of color corresponds to geographic density of tweets.</p>", "links"=>[], "tags"=>["generated", "250", "tweets", "high-resolution", "2011", "january"], "article_id"=>272029, "categories"=>["Biotechnology"], "users"=>["Marcel Salathé", "Linus Bengtsson", "Todd J. Bodnar", "Devon D. Brewer", "John S. Brownstein", "Caroline Buckee", "Ellsworth M. Campbell", "Ciro Cattuto", "Shashank Khandelwal", "Patricia L. Mabry", "Alessandro Vespignani"], "doi"=>"https://dx.doi.org/10.1371/journal.pcbi.1002616.g001", "stats"=>{"downloads"=>7, "page_views"=>13, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Map_generated_by_more_than_250_million_public_tweets_collected_from_Twitter_com_with_high_resolution_location_information_broadcast_between_March_2011_and_January_2012_/272029", "title"=>"Map generated by more than 250 million public tweets (collected from Twitter.com) with high-resolution location information, broadcast between March 2011 and January 2012.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2013-02-20 01:45:20"}

PMC Usage Stats | Further Information

• {"unique-ip"=>"30", "full-text"=>"30", "pdf"=>"18", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2014", "month"=>"7"}
• {"unique-ip"=>"26", "full-text"=>"24", "pdf"=>"10", "abstract"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"8"}
• {"unique-ip"=>"47", "full-text"=>"42", "pdf"=>"20", "abstract"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
• {"unique-ip"=>"53", "full-text"=>"49", "pdf"=>"15", "abstract"=>"11", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"10"}
• {"unique-ip"=>"46", "full-text"=>"49", "pdf"=>"7", "abstract"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
• {"unique-ip"=>"25", "full-text"=>"30", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2014", "month"=>"12"}
• {"unique-ip"=>"22", "full-text"=>"25", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"6", "year"=>"2015", "month"=>"1"}
• {"unique-ip"=>"40", "full-text"=>"40", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"7", "year"=>"2015", "month"=>"2"}
• {"unique-ip"=>"45", "full-text"=>"48", "pdf"=>"16", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
• {"unique-ip"=>"24", "full-text"=>"29", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
• {"unique-ip"=>"34", "full-text"=>"36", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
• {"unique-ip"=>"61", "full-text"=>"78", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
• {"unique-ip"=>"40", "full-text"=>"45", "pdf"=>"8", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"7"}
• {"unique-ip"=>"31", "full-text"=>"35", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"8"}
• {"unique-ip"=>"41", "full-text"=>"55", "pdf"=>"14", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
• {"unique-ip"=>"39", "full-text"=>"43", "pdf"=>"12", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"10"}
• {"unique-ip"=>"58", "full-text"=>"68", "pdf"=>"15", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"3", "year"=>"2015", "month"=>"11"}
• {"unique-ip"=>"34", "full-text"=>"39", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
• {"unique-ip"=>"16", "full-text"=>"16", "pdf"=>"7", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
• {"unique-ip"=>"38", "full-text"=>"42", "pdf"=>"13", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
• {"unique-ip"=>"40", "full-text"=>"54", "pdf"=>"17", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
• {"unique-ip"=>"47", "full-text"=>"64", "pdf"=>"27", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2016", "month"=>"4"}
• {"unique-ip"=>"39", "full-text"=>"46", "pdf"=>"30", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
• {"unique-ip"=>"34", "full-text"=>"41", "pdf"=>"20", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
• {"unique-ip"=>"27", "full-text"=>"34", "pdf"=>"42", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
• {"unique-ip"=>"44", "full-text"=>"54", "pdf"=>"38", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2016", "month"=>"8"}
• {"unique-ip"=>"38", "full-text"=>"47", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
• {"unique-ip"=>"17", "full-text"=>"20", "pdf"=>"6", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
• {"unique-ip"=>"50", "full-text"=>"68", "pdf"=>"10", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
• {"unique-ip"=>"38", "full-text"=>"44", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
• {"unique-ip"=>"40", "full-text"=>"43", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2017", "month"=>"1"}
• {"unique-ip"=>"43", "full-text"=>"51", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2017", "month"=>"2"}
• {"unique-ip"=>"44", "full-text"=>"48", "pdf"=>"34", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
• {"unique-ip"=>"73", "full-text"=>"61", "pdf"=>"64", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"2", "year"=>"2017", "month"=>"4"}
• {"unique-ip"=>"74", "full-text"=>"61", "pdf"=>"82", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"3", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
• {"unique-ip"=>"58", "full-text"=>"46", "pdf"=>"52", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
• {"unique-ip"=>"41", "full-text"=>"33", "pdf"=>"62", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
• {"unique-ip"=>"55", "full-text"=>"51", "pdf"=>"49", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
• {"unique-ip"=>"55", "full-text"=>"57", "pdf"=>"11", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
• {"unique-ip"=>"70", "full-text"=>"63", "pdf"=>"28", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
• {"unique-ip"=>"57", "full-text"=>"42", "pdf"=>"23", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
• {"unique-ip"=>"50", "full-text"=>"40", "pdf"=>"22", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
• {"unique-ip"=>"52", "full-text"=>"44", "pdf"=>"24", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
• {"unique-ip"=>"7", "full-text"=>"7", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"2"}
• {"unique-ip"=>"48", "full-text"=>"35", "pdf"=>"52", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
• {"unique-ip"=>"32", "full-text"=>"25", "pdf"=>"12", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
• {"unique-ip"=>"58", "full-text"=>"59", "pdf"=>"45", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
• {"unique-ip"=>"45", "full-text"=>"35", "pdf"=>"50", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
• {"unique-ip"=>"37", "full-text"=>"31", "pdf"=>"44", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
• {"unique-ip"=>"36", "full-text"=>"30", "pdf"=>"61", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
• {"unique-ip"=>"32", "full-text"=>"33", "pdf"=>"37", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
• {"unique-ip"=>"41", "full-text"=>"49", "pdf"=>"20", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"9"}
• {"unique-ip"=>"53", "full-text"=>"40", "pdf"=>"28", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
• {"unique-ip"=>"41", "full-text"=>"38", "pdf"=>"18", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"12"}
• {"unique-ip"=>"46", "full-text"=>"35", "pdf"=>"18", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
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Relative Metric

{"start_date"=>"2012-01-01T00:00:00Z", "end_date"=>"2012-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Biology and life sciences/Behavior", "average_usage"=>[354, 559, 676, 770, 854, 949, 1040, 1128, 1220, 1295, 1364, 1439, 1511, 1580, 1636, 1693, 1753, 1808, 1882, 1944, 2019, 2070, 2120, 2176, 2247]}]}

F1000Prime