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{"title"=>"Wiki surveys: Open and quantifiable social data collection", "type"=>"journal", "authors"=>[{"first_name"=>"Matthew J.", "last_name"=>"Salganik", "scopus_author_id"=>"8242226400"}, {"first_name"=>"Karen E.C.", "last_name"=>"Levy", "scopus_author_id"=>"35576075400"}], "year"=>2015, "source"=>"PLoS ONE", "identifiers"=>{"pmid"=>"25992565", "doi"=>"10.1371/journal.pone.0123483", "sgr"=>"84930647396", "arxiv"=>"1202.0500", "scopus"=>"2-s2.0-84930647396", "issn"=>"19326203", "pui"=>"604611758"}, "id"=>"9ba42c03-6e11-38f7-9840-61aa74538762", "abstract"=>"In the social sciences, there is a longstanding tension between data collection methods that facilitate quantification and those that are open to unanticipated information. Advances in technology now enable new, hybrid methods that combine some of the benefits of both approaches. Drawing inspiration from online information aggregation systems like Wikipedia and from traditional survey research, we propose a new class of research instruments called wiki surveys. Just as Wikipedia evolves over time based on contributions from participants, we envision an evolving survey driven by contributions from respondents. We develop three general principles that underlie wiki surveys: they should be greedy, collaborative, and adaptive. Building on these principles, we develop methods for data collection and data analysis for one type of wiki survey, a pairwise wiki survey. Using two proof-of-concept case studies involving our free and open-source website www.allourideas.org, we show that pairwise wiki surveys can yield insights that would be difficult to obtain with other methods.", "link"=>"http://www.mendeley.com/research/wiki-surveys-open-quantifiable-social-data-collection", "reader_count"=>153, "reader_count_by_academic_status"=>{"Unspecified"=>3, "Professor > Associate Professor"=>13, "Librarian"=>1, "Student > Doctoral Student"=>13, "Researcher"=>18, "Student > Ph. D. Student"=>40, "Student > Postgraduate"=>12, "Student > Master"=>23, "Other"=>11, "Student > Bachelor"=>12, "Lecturer"=>2, "Professor"=>5}, "reader_count_by_user_role"=>{"Unspecified"=>3, "Professor > Associate Professor"=>13, "Librarian"=>1, "Student > Doctoral Student"=>13, "Researcher"=>18, "Student > Ph. D. Student"=>40, "Student > Postgraduate"=>12, "Student > Master"=>23, "Other"=>11, "Student > Bachelor"=>12, "Lecturer"=>2, "Professor"=>5}, "reader_count_by_subject_area"=>{"Unspecified"=>5, "Agricultural and Biological Sciences"=>3, "Arts and Humanities"=>2, "Business, Management and Accounting"=>11, "Computer Science"=>50, "Economics, Econometrics and Finance"=>3, "Engineering"=>6, "Environmental Science"=>4, "Biochemistry, Genetics and Molecular Biology"=>1, "Mathematics"=>5, "Medicine and Dentistry"=>3, "Design"=>4, "Neuroscience"=>1, "Psychology"=>4, "Social Sciences"=>51}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>3}, "Social Sciences"=>{"Social Sciences"=>51}, "Psychology"=>{"Psychology"=>4}, "Mathematics"=>{"Mathematics"=>5}, "Unspecified"=>{"Unspecified"=>5}, "Environmental Science"=>{"Environmental Science"=>4}, "Arts and Humanities"=>{"Arts and Humanities"=>2}, "Design"=>{"Design"=>4}, "Engineering"=>{"Engineering"=>6}, "Neuroscience"=>{"Neuroscience"=>1}, "Economics, Econometrics and Finance"=>{"Economics, Econometrics and Finance"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>3}, "Computer Science"=>{"Computer Science"=>50}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>11}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>1}}, "reader_count_by_country"=>{"Greece"=>1, "Canada"=>1, "Austria"=>1, "United States"=>13, "Luxembourg"=>1, "Brazil"=>1, "United Kingdom"=>7, "Israel"=>1, "Australia"=>1, "Switzerland"=>1, "Germany"=>1, "Spain"=>1}, "group_count"=>11}

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• http://doi.org/10.2139/ssrn.2610055
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• {"id"=>"1334956117735010304", "text"=>"https://t.co/8WQ1IUWun4", "created_at"=>"2020-12-04T20:21:55Z", "user"=>"RexDouglass", "user_name"=>"Rex Douglass", "user_profile_image"=>"http://pbs.twimg.com/profile_images/557413912241373184/6SxrzZSF_normal.jpeg"}
• {"id"=>"601115854038835201", "text"=>"\"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t.co/ZeohLdK6wD", "created_at"=>"2015-05-20T20:02:42Z", "user"=>"karen_ec_levy", "user_name"=>"Karen Levy", "user_profile_image"=>"http://pbs.twimg.com/profile_images/505364237422575616/1LQcYxPi_normal.jpeg"}
• {"id"=>"601118555124441088", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-20T20:13:26Z", "user"=>"adam_slez", "user_name"=>"Adam Slez", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1288334188/IMG_4501_normal.JPG"}
• {"id"=>"601141876960268288", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-20T21:46:06Z", "user"=>"epicpeople_org", "user_name"=>"epicpeople", "user_profile_image"=>"http://pbs.twimg.com/profile_images/522098409008668673/lPvB_GpO_normal.jpeg"}
• {"id"=>"601290129622237184", "text"=>"社会科学での新しい調査方法を提案。その名も「ウィキ調査」。Wiki Surveys: Open and Quantifiable Social Data Collection　http://t.co/R3xeENnEPt", "created_at"=>"2015-05-21T07:35:12Z", "user"=>"uranus_2", "user_name"=>"マーキュリー２世", "user_profile_image"=>"http://pbs.twimg.com/profile_images/520761051646676992/x2e9wBQE_normal.png"}
• {"id"=>"601401074428194816", "text"=>"Wiki Surveys: Open and Quantifiable Social Data Collection http://t.co/YPassUiTvq", "created_at"=>"2015-05-21T14:56:04Z", "user"=>"M_Ordinateur", "user_name"=>"M_Ordinateur", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2220279102/image1337077194_normal.png"}
• {"id"=>"601417501180895233", "text"=>"Had pleasure of editing @msalganik's new paper on #wiki surveys for @plosone. Exciting new tool for social research http://t.co/2aP8JaTrw7", "created_at"=>"2015-05-21T16:01:20Z", "user"=>"helleringer143", "user_name"=>"Stephane Helleringer", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000540148006/40c59f42b73aac7272258a0f8b79b37f_normal.jpeg"}
• {"id"=>"601425319208300546", "text"=>"RT @helleringer143: Had pleasure of editing @msalganik's new paper on #wiki surveys for @plosone. Exciting new tool for social research htt…", "created_at"=>"2015-05-21T16:32:24Z", "user"=>"msalganik", "user_name"=>"Matthew Salganik", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1703414524/headshot_200_normal.jpg"}
• {"id"=>"601425405812318208", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T16:32:45Z", "user"=>"msalganik", "user_name"=>"Matthew Salganik", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1703414524/headshot_200_normal.jpg"}
• {"id"=>"601425928523108353", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T16:34:49Z", "user"=>"edwardwalker", "user_name"=>"Edward Walker", "user_profile_image"=>"http://pbs.twimg.com/profile_images/545049746520285184/GdOJPQD6_normal.jpeg"}
• {"id"=>"601426000753401856", "text"=>"Our research paper about wiki surveys & @allourideas has just been published: http://t.co/ZxAPQoTs0S http://t.co/z1TkTcAIgq", "created_at"=>"2015-05-21T16:35:07Z", "user"=>"allourideas", "user_name"=>"All Our Ideas", "user_profile_image"=>"http://pbs.twimg.com/profile_images/685751372/logo_normal.jpg"}
• {"id"=>"601426425606971392", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T16:36:48Z", "user"=>"andyguess", "user_name"=>"Andy Guess", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000319135355/48bbac599dfbe29a59e01794c877ef97_normal.jpeg"}
• {"id"=>"601427386207461376", "text"=>"I ❤️ wiki surveys. MT @helleringer143: @msalganik's new paper on wiki surveys. Exciting new tool for social research http://t.co/msUIPARcZC", "created_at"=>"2015-05-21T16:40:37Z", "user"=>"dtchimp", "user_name"=>"Jay Ulfelder", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2676637678/d0412fe133fb1af54f65c96f04d6a217_normal.jpeg"}
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• {"id"=>"601437245489295361", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T17:19:48Z", "user"=>"barrywellman", "user_name"=>"Barry Wellman", "user_profile_image"=>"http://pbs.twimg.com/profile_images/96372559/barry1_normal.jpg"}
• {"id"=>"601437407913725952", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T17:20:26Z", "user"=>"halavais", "user_name"=>"halavais", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1578798161/lookout-alex_normal.jpeg"}
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• {"id"=>"601440834911805441", "text"=>"RT @dtchimp: I ❤️ wiki surveys. MT @helleringer143: @msalganik's new paper on wiki surveys. Exciting new tool for social research http://t.…", "created_at"=>"2015-05-21T17:34:03Z", "user"=>"F_Bethke", "user_name"=>"F. Bethke", "user_profile_image"=>"http://pbs.twimg.com/profile_images/486130239278305280/NAF_igRb_normal.jpeg"}
• {"id"=>"601441107063414784", "text"=>"RT @dtchimp: I ❤️ wiki surveys. MT @helleringer143: @msalganik's new paper on wiki surveys. Exciting new tool for social research http://t.…", "created_at"=>"2015-05-21T17:35:08Z", "user"=>"msalganik", "user_name"=>"Matthew Salganik", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1703414524/headshot_200_normal.jpg"}
• {"id"=>"601441217692368896", "text"=>"RT @dtchimp: I ❤️ wiki surveys. MT @helleringer143: @msalganik's new paper on wiki surveys. Exciting new tool for social research http://t.…", "created_at"=>"2015-05-21T17:35:35Z", "user"=>"allourideas", "user_name"=>"All Our Ideas", "user_profile_image"=>"http://pbs.twimg.com/profile_images/685751372/logo_normal.jpg"}
• {"id"=>"601445174200283136", "text"=>"RT @dtchimp: I ❤️ wiki surveys. MT @helleringer143: @msalganik's new paper on wiki surveys. Exciting new tool for social research http://t.…", "created_at"=>"2015-05-21T17:51:18Z", "user"=>"ChonteMerengue", "user_name"=>"Crema Odriozola", "user_profile_image"=>"http://abs.twimg.com/sticky/default_profile_images/default_profile_4_normal.png"}
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• {"id"=>"601464215103148032", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T19:06:58Z", "user"=>"reasonrandom", "user_name"=>"Reason & Randomness", "user_profile_image"=>"http://pbs.twimg.com/profile_images/483288890048925696/EAkbhr1r_normal.jpeg"}
• {"id"=>"601485037721264128", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T20:29:42Z", "user"=>"robertcluley", "user_name"=>"Robert Cluley", "user_profile_image"=>"http://pbs.twimg.com/profile_images/339793818/berlin2small_normal.jpg"}
• {"id"=>"601490368333533185", "text"=>"RT @karen_ec_levy: \"Wiki Surveys: Open and Quantifiable Social Data Collection\" by @msalganik and me, now available at @PLOSONE :) http://t…", "created_at"=>"2015-05-21T20:50:53Z", "user"=>"Marj_K", "user_name"=>"Marj Kibby", "user_profile_image"=>"http://pbs.twimg.com/profile_images/527597067833573376/dmgK7tVy_normal.jpeg"}
• {"id"=>"601509788644614144", "text"=>"New #Wiki #Surveys: Open and Quantifiable Social #Data Collection. @PLOSOne Article: http://t.co/fTP1RKWmDg", "created_at"=>"2015-05-21T22:08:03Z", "user"=>"WordCraftWriter", "user_name"=>"Chris Parsons", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3268862454/4873c820cbdfa9cf384a6b7c671766bd_normal.jpeg"}
• {"id"=>"601552145310097408", "text"=>"RT @allourideas: Our research paper about wiki surveys & @allourideas has just been published: http://t.co/ZxAPQoTs0S http://t.co/z1TkTcAIgq", "created_at"=>"2015-05-22T00:56:22Z", "user"=>"PLOSONE", "user_name"=>"PLOS ONE", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2429958559/mzjl6as5u2m09r2erof6_normal.jpeg"}
• {"id"=>"601552299442380800", "text"=>"RT @helleringer143: Had pleasure of editing @msalganik's new paper on #wiki surveys for @plosone. Exciting new tool for social research htt…", "created_at"=>"2015-05-22T00:56:59Z", "user"=>"PLOSONE", "user_name"=>"PLOS ONE", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2429958559/mzjl6as5u2m09r2erof6_normal.jpeg"}
• {"id"=>"601600626091495424", "text"=>"RT @allourideas: Our research paper about wiki surveys & @allourideas has just been published: http://t.co/6ay9LJvnFw http://t.co/2ADLerCZcf", "created_at"=>"2015-05-22T04:09:01Z", "user"=>"xerexex", "user_name"=>"Damon Chitsaz", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000695323810/749f924c43f723ab336b892f4aec1bd2_normal.jpeg"}
• {"id"=>"602138094905602048", "text"=>"\"Wiki Surveys\" paper by @msalganik now published: scalable hybrid of quantitative & qualitative data gathering \nhttp://t.co/dUky7VwlaP", "created_at"=>"2015-05-23T15:44:43Z", "user"=>"iyadrahwan", "user_name"=>"Iyad Rahwan", "user_profile_image"=>"http://pbs.twimg.com/profile_images/507042175574487040/nbs9amUJ_normal.jpeg"}
• {"id"=>"602165727181811712", "text"=>"RT @iyadrahwan: \"Wiki Surveys\" paper by @msalganik now published: scalable hybrid of quantitative & qualitative data gathering \nhttp://t.co…", "created_at"=>"2015-05-23T17:34:31Z", "user"=>"msalganik", "user_name"=>"Matthew Salganik", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1703414524/headshot_200_normal.jpg"}
• {"id"=>"602173461184786432", "text"=>"RT @iyadrahwan: \"Wiki Surveys\" paper by @msalganik now published: scalable hybrid of quantitative & qualitative data gathering \nhttp://t.co…", "created_at"=>"2015-05-23T18:05:15Z", "user"=>"nataliasbueno", "user_name"=>"natalia bueno", "user_profile_image"=>"http://pbs.twimg.com/profile_images/510183836219486208/gQM0k5R1_normal.jpeg"}
• {"id"=>"602617355374583810", "text"=>"RT @iyadrahwan: \"Wiki Surveys\" paper by @msalganik now published: scalable hybrid of quantitative & qualitative data gathering \nhttp://t.co…", "created_at"=>"2015-05-24T23:29:08Z", "user"=>"onursavas", "user_name"=>"Onur Savas", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1507226055/281537_10150273045327418_744847417_7507600_2114782_n_normal.jpg"}
• {"id"=>"605411517752688640", "text"=>"Wiki Surveys: Open and Quantifiable Social Data Collection http://t.co/tjQNxAV2jL via http://t.co/qILs6ao1We", "created_at"=>"2015-06-01T16:32:08Z", "user"=>"dinkinsunlimite", "user_name"=>"Antonio Dinkins", "user_profile_image"=>"http://pbs.twimg.com/profile_images/394101299/825597_normal.jpg"}
• {"id"=>"607338769604313088", "text"=>"wiki survey: open and quantifiable social data collection \nhttp://t.co/qKBSdEcYNa", "created_at"=>"2015-06-07T00:10:21Z", "user"=>"teppofelin", "user_name"=>"TEPPO FELIN", "user_profile_image"=>"http://pbs.twimg.com/profile_images/522390855605182465/mrEVeF3I_normal.png"}
• {"id"=>"607360288699117568", "text"=>"RT @teppofelin: wiki survey: open and quantifiable social data collection \nhttp://t.co/qKBSdEcYNa", "created_at"=>"2015-06-07T01:35:51Z", "user"=>"jimiadams", "user_name"=>"jimiadams", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3303951835/ae278f1bde0c8ccc59508f0a29f2e79f_normal.jpeg"}
• {"id"=>"614160407884861441", "text"=>"RT @allourideas: Our research paper about wiki surveys & @allourideas has just been published: http://t.co/ZxAPQoTs0S http://t.co/z1TkTcAIgq", "created_at"=>"2015-06-25T19:57:06Z", "user"=>"TheGovLab", "user_name"=>"The GovLab", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3531567515/d1ea818d8a564707bd0f286e1ab1ceeb_normal.png"}
• {"id"=>"629395340064522241", "text"=>"@Princeton researchers propose new hybrid #research instrument #wikisurveys: open AND quantifyable data collection http://t.co/10eyepDGX8", "created_at"=>"2015-08-06T20:55:17Z", "user"=>"PaulElvers", "user_name"=>"Paul Elvers", "user_profile_image"=>"http://pbs.twimg.com/profile_images/609318882453680128/NlO3Hiz9_normal.jpg"}
• {"id"=>"636485608874078208", "text"=>"Really cool method by @msalganik & @karen_ec_levy #PLOSONE: Wiki Surveys: Open & Quantifiable Social Data Collection http://t.co/zqsADFKRHd", "created_at"=>"2015-08-26T10:29:29Z", "user"=>"kerstinsailer", "user_name"=>"Kerstin Sailer", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1051923259/DSC02257_bearbeitet_s_normal.jpg"}
• {"id"=>"636560145766580225", "text"=>"RT @kerstinsailer: Really cool method by @msalganik & @karen_ec_levy #PLOSONE: Wiki Surveys: Open & Quantifiable Social Data Collection htt…", "created_at"=>"2015-08-26T15:25:40Z", "user"=>"msalganik", "user_name"=>"Matthew Salganik", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1703414524/headshot_200_normal.jpg"}
• {"id"=>"636563179858984964", "text"=>"RT @kerstinsailer: Really cool method by @msalganik & @karen_ec_levy #PLOSONE: Wiki Surveys: Open & Quantifiable Social Data Collection htt…", "created_at"=>"2015-08-26T15:37:43Z", "user"=>"allourideas", "user_name"=>"All Our Ideas", "user_profile_image"=>"http://pbs.twimg.com/profile_images/685751372/logo_normal.jpg"}
• {"id"=>"639501779575504896", "text"=>"RT @kerstinsailer: Really cool method by @msalganik & @karen_ec_levy #PLOSONE: Wiki Surveys: Open & Quantifiable Social Data Collection htt…", "created_at"=>"2015-09-03T18:14:40Z", "user"=>"StacyRHespanha", "user_name"=>"Stacy RebichHespanha", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1635351131/2008stacy_head_shot_normal.jpg"}
• {"id"=>"666317244595617792", "text"=>"#PLOSONE: Wiki Surveys:Open and Quantifiable Social Data Collection https://t.co/t4GtMtHa3S alternative to ideatorrent (Wo/drupal PostgreSQL", "created_at"=>"2015-11-16T18:09:45Z", "user"=>"bknin14", "user_name"=>"Bakunin 2014", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2258232598/thecommunistparty_normal.JPG"}
• {"id"=>"670704202105143296", "text"=>"El futuro: encuestas sin violencia simbólica.\n\nhttps://t.co/vl2mzXjxC9", "created_at"=>"2015-11-28T20:41:57Z", "user"=>"acastroaraujo", "user_name"=>"andrés castro araújo", "user_profile_image"=>"http://pbs.twimg.com/profile_images/667899855721902081/1BZS6__7_normal.jpg"}
• {"id"=>"683328334244245504", "text"=>"Wiki Surveys: Open and Quantifiable Social Data Collection https://t.co/7IfyrgMUpV via @sslevine", "created_at"=>"2016-01-02T16:45:45Z", "user"=>"bogers", "user_name"=>"Marcel Bogers", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3045841938/082adc1106ecc249878daf5742b1e108_normal.jpeg"}
• {"id"=>"686999065909956608", "text"=>"RT @allourideas: Our research paper about wiki surveys & @allourideas has just been published: http://t.co/ZxAPQoTs0S http://t.co/z1TkTcAIgq", "created_at"=>"2016-01-12T19:51:55Z", "user"=>"LeBretonFlats", "user_name"=>"Lebreton Flats", "user_profile_image"=>"http://abs.twimg.com/sticky/default_profile_images/default_profile_0_normal.png"}
• {"id"=>"722134893942149123", "text"=>"@Na_carrera Yes, the voting screen will only display two choices. That is explained more in our paper: https://t.co/ZxAPQoTs0S", "created_at"=>"2016-04-18T18:49:09Z", "user"=>"allourideas", "user_name"=>"All Our Ideas", "user_profile_image"=>"http://pbs.twimg.com/profile_images/685751372/logo_normal.jpg"}
• {"id"=>"774076619077988352", "text"=>"Estimating an opinion matrix from pairwise comparisons by @msalganik and @karen_ec_levy: applications for #recsys?\nhttps://t.co/upK0k157Tm", "created_at"=>"2016-09-09T02:47:02Z", "user"=>"danjarratt", "user_name"=>"Dan Jarratt", "user_profile_image"=>"http://pbs.twimg.com/profile_images/484552278771130369/Km5si140_normal.jpeg"}
• {"id"=>"796789895742287873", "text"=>"Wiki Surveys: Open and Quantifiable Social Data Collection https://t.co/b1EWFU6pm4", "created_at"=>"2016-11-10T19:01:29Z", "user"=>"participatory", "user_name"=>"Tiago Peixoto", "user_profile_image"=>"http://pbs.twimg.com/profile_images/778376250855452672/gaZTR3LN_normal.jpg"}
• {"id"=>"796790179780509700", "text"=>"RT @participatory: Wiki Surveys: Open and Quantifiable Social Data Collection https://t.co/b1EWFU6pm4", "created_at"=>"2016-11-10T19:02:37Z", "user"=>"andy_williamson", "user_name"=>"Andy Williamson", "user_profile_image"=>"http://pbs.twimg.com/profile_images/667277378750652416/rOSrCv3M_normal.jpg"}
• {"id"=>"796790202211717120", "text"=>"RT @participatory: Wiki Surveys: Open and Quantifiable Social Data Collection https://t.co/b1EWFU6pm4", "created_at"=>"2016-11-10T19:02:42Z", "user"=>"urstrulymishra", "user_name"=>"Naveen Mishra", "user_profile_image"=>"http://pbs.twimg.com/profile_images/638050183985688576/5y13RKHe_normal.jpg"}
• {"id"=>"796827539247366144", "text"=>"RT @participatory: Wiki Surveys: Open and Quantifiable Social Data Collection https://t.co/b1EWFU6pm4", "created_at"=>"2016-11-10T21:31:04Z", "user"=>"datadonk23", "user_name"=>"Thomas Treml", "user_profile_image"=>"http://pbs.twimg.com/profile_images/709683218296016896/QDym-0lP_normal.jpg"}
• {"id"=>"797003326793641984", "text"=>"RT @participatory: Wiki Surveys: Open and Quantifiable Social Data Collection https://t.co/b1EWFU6pm4", "created_at"=>"2016-11-11T09:09:35Z", "user"=>"RebeccaRumbul", "user_name"=>"Rebecca Rumbul", "user_profile_image"=>"http://pbs.twimg.com/profile_images/510512965788119040/_0cii-0D_normal.jpeg"}
• {"id"=>"911502972366057474", "text"=>"@Bleeptrack @allourideas Wanna know more about @allourideas? Read the paper https://t.co/IvROcDsLtG or watch the ta… https://t.co/ViQX6scIsL", "created_at"=>"2017-09-23T08:10:18Z", "user"=>"blinry", "user_name"=>"Sebastian Morr", "user_profile_image"=>"http://pbs.twimg.com/profile_images/877094494654562304/w12Rwl23_normal.jpg"}
• {"id"=>"913113907304308737", "text"=>"@JessicaCalarco @ThadDomina That's how wiki surveys work! https://t.co/uQGtJ6HpZx", "created_at"=>"2017-09-27T18:51:34Z", "user"=>"asociologist", "user_name"=>"Dan Hirschman", "user_profile_image"=>"http://pbs.twimg.com/profile_images/882668424220078080/3YOXdxSP_normal.jpg"}

Wikipedia | Further Information

• {"title"=>"File:Wiki-Survey-Summary-of-Data-Analysis.png", "url"=>"http://commons.wikimedia.org/wiki/File:Wiki-Survey-Summary-of-Data-Analysis.png", "timestamp"=>"2016-11-24T12:24:52Z"}
• {"title"=>"File:Wikisurveys-case-study-contribution-distribution-per-respondent.png", "url"=>"http://commons.wikimedia.org/wiki/File:Wikisurveys-case-study-contribution-distribution-per-respondent.png", "timestamp"=>"2017-05-31T07:17:42Z"}
• {"title"=>"File:Wikisurveys-case-study-activated-idea-numbers.png", "url"=>"http://commons.wikimedia.org/wiki/File:Wikisurveys-case-study-activated-idea-numbers.png", "timestamp"=>"2017-05-31T07:17:34Z"}
• {"title"=>"File:Wikisurveys-case-study-disribution-of-scores.png", "url"=>"http://commons.wikimedia.org/wiki/File:Wikisurveys-case-study-disribution-of-scores.png", "timestamp"=>"2017-05-31T07:17:47Z"}
• {"title"=>"File:NYC-pairwise-survey-example.png", "url"=>"http://commons.wikimedia.org/wiki/File:NYC-pairwise-survey-example.png", "timestamp"=>"2017-05-31T07:16:08Z"}
• {"title"=>"File:Contributions-to-online-info-aggregration projects.png", "url"=>"http://commons.wikimedia.org/wiki/File:Contributions-to-online-info-aggregration_projects.png", "timestamp"=>"2017-05-31T07:14:48Z"}
• {"title"=>"File:Wikisurveys-case-study-top-ten-ideas.png", "url"=>"http://commons.wikimedia.org/wiki/File:Wikisurveys-case-study-top-ten-ideas.png", "timestamp"=>"2017-05-31T07:17:35Z"}

Counter

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Figshare

• {"files"=>["https://ndownloader.figshare.com/files/2076433"], "description"=>"<p>The PlaNYC wiki survey ran from October 7, 2010 to January 30, 2011. The OECD wiki survey ran from September 15, 2010 to October 15, 2010. In both cases the pool of ideas grew over time as respondents contributed to the wiki survey. PlaNYC had 25 seed ideas and 464 user-contributed ideas, 244 of which the Mayor’s Office activated. The OECD had 60 seed ideas (6 of which it deactivated during the course of the survey), and 534 user-contributed ideas, 231 of which it activated. In both cases, ideas that were deemed inappropriate or duplicative were not activated.</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421216, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g004", "stats"=>{"downloads"=>0, "page_views"=>18, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Cumulative_number_of_activated_ideas_for_PlaNYC_A_and_OECD_B_/1421216", "title"=>"Cumulative number of activated ideas for PlaNYC [A] and OECD [B].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076428"], "description"=>"<p>These systems can handle both heavy contributors (“the fat head”), shown on the left side of the plot, and light contributors (“the long tail”), shows on the right side of the plot. Traditional survey methods utilize information from neither the “fat head” nor the “long tail” and thus leave huge amounts of information uncollected.</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421211, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g001", "stats"=>{"downloads"=>3, "page_views"=>17, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Schematic_of_rank_order_plot_of_contributions_to_successful_online_information_aggregation_projects_/1421211", "title"=>"Schematic of rank order plot of contributions to successful online information aggregation projects.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076442", "https://ndownloader.figshare.com/files/2076443"], "description"=>"<div><p>In the social sciences, there is a longstanding tension between data collection methods that facilitate quantification and those that are open to unanticipated information. Advances in technology now enable new, hybrid methods that combine some of the benefits of both approaches. Drawing inspiration from online information aggregation systems like Wikipedia and from traditional survey research, we propose a new class of research instruments called <i>wiki surveys</i>. Just as Wikipedia evolves over time based on contributions from participants, we envision an evolving survey driven by contributions from respondents. We develop three general principles that underlie wiki surveys: they should be greedy, collaborative, and adaptive. Building on these principles, we develop methods for data collection and data analysis for one type of wiki survey, a pairwise wiki survey. Using two proof-of-concept case studies involving our free and open-source website <a href=\"http://www.allourideas.org\" target=\"_blank\">www.allourideas.org</a>, we show that pairwise wiki surveys can yield insights that would be difficult to obtain with other methods.</p></div>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421225, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>["https://dx.doi.org/10.1371/journal.pone.0123483.s001", "https://dx.doi.org/10.1371/journal.pone.0123483.s002"], "stats"=>{"downloads"=>8, "page_views"=>6, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Wiki_Surveys_Open_and_Quantifiable_Social_Data_Collection_/1421225", "title"=>"Wiki Surveys: Open and Quantifiable Social Data Collection", "pos_in_sequence"=>0, "defined_type"=>4, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076440"], "description"=>"<p>In both cases, some of the lowest-scoring ideas were user-contributed, but critically, some of the highest-scoring ideas were also user-contributed. In general, the large number of user-contributed ideas, combined with their high variance, means that they typically include some extremely popular ideas. Posterior intervals for each estimate are not shown.</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421223, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g007", "stats"=>{"downloads"=>0, "page_views"=>10, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_scores_of_seed_ideas_and_user_contributed_ideas_for_PlaNYC_A_and_OECD_B_/1421223", "title"=>"Distribution of scores of seed ideas and user-contributed ideas for PlaNYC [A] and OECD [B].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076430"], "description"=>"<p>This example is from a pairwise wiki survey created by the New York City Mayor’s Office to learn about residents’ ideas about how to make New York “greener and greater.”</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421213, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g002", "stats"=>{"downloads"=>1, "page_views"=>11, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Response_and_results_interfaces_at_www_allourideas_org_/1421213", "title"=>"Response and results interfaces at www.allourideas.org.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076438"], "description"=>"<p>Ideas that were contributed by respondents are printed in a bold/italic font and marked by closed circles; seed ideas are printed in a standard font and marked by open circles. In the case of PlaNYC, 8 of the 10 highest-scoring ideas were contributed by respondents. In the case of the OECD, 7 of the 10 highest-scoring ideas were contributed by respondents. Horizontal lines show 95% posterior intervals.</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421221, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g006", "stats"=>{"downloads"=>0, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Ten_highest_scoring_ideas_for_PlanNYC_A_and_OECD_B_/1421221", "title"=>"Ten highest-scoring ideas for PlanNYC [A] and OECD [B].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076434"], "description"=>"<p>Both the number of responses per respondent and the number of ideas contributed per respondent show a “fat head” and a “long tail.” Note that the scales on the figures are different.</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421217, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g005", "stats"=>{"downloads"=>0, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Distribution_of_contribution_per_respondent_for_PlaNYC_A_and_OECD_B_/1421217", "title"=>"Distribution of contribution per respondent for PlaNYC [A] and OECD [B].", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}
• {"files"=>["https://ndownloader.figshare.com/files/2076432"], "description"=>"<p>We use responses to estimate the opinion matrix <b>Θ</b> and then we summarize the opinion matrix with the scores of each item.</p>", "links"=>[], "tags"=>["pairwise wiki surveys", "wiki surveys", "Quantifiable Social Data Collection", "pairwise wiki survey", "information aggregation systems", "data collection methods"], "article_id"=>1421215, "categories"=>["Biological Sciences", "Science Policy"], "users"=>["Matthew J. Salganik", "Karen E. C. Levy"], "doi"=>"https://dx.doi.org/10.1371/journal.pone.0123483.g003", "stats"=>{"downloads"=>3, "page_views"=>7, "likes"=>0}, "figshare_url"=>"https://figshare.com/articles/_Summary_of_data_analysis_plan_/1421215", "title"=>"Summary of data analysis plan.", "pos_in_sequence"=>0, "defined_type"=>1, "published_date"=>"2015-05-20 03:39:53"}

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• {"unique-ip"=>"55", "full-text"=>"59", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"3"}
• {"unique-ip"=>"60", "full-text"=>"72", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2020", "month"=>"4"}
• {"unique-ip"=>"38", "full-text"=>"42", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"5"}
• {"unique-ip"=>"40", "full-text"=>"44", "pdf"=>"6", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"6"}
• {"unique-ip"=>"24", "full-text"=>"28", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"2", "cited-by"=>"0", "year"=>"2020", "month"=>"7"}
• {"unique-ip"=>"6", "full-text"=>"8", "pdf"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"8"}
• {"unique-ip"=>"22", "full-text"=>"19", "pdf"=>"7", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"9"}
• {"unique-ip"=>"16", "full-text"=>"15", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"10"}
• {"unique-ip"=>"22", "full-text"=>"19", "pdf"=>"10", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"11"}
• {"unique-ip"=>"15", "full-text"=>"14", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2020", "month"=>"12"}
• {"unique-ip"=>"17", "full-text"=>"20", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2021", "month"=>"1"}
• {"unique-ip"=>"12", "full-text"=>"13", "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"=>[]}

F1000Prime