{"id":3535,"date":"2019-06-30T15:00:49","date_gmt":"2019-06-30T15:00:49","guid":{"rendered":"https:\/\/notebooks.dataone.org\/?p=3535"},"modified":"2019-06-30T12:54:58","modified_gmt":"2019-06-30T12:54:58","slug":"week-6-bibliometrics-results-and-visualization","status":"publish","type":"post","link":"https:\/\/notebooks.dataone.org\/citation-dataone\/week-6-bibliometrics-results-and-visualization\/","title":{"rendered":"Week 6: Bibliometrics Results and Visualization"},"content":{"rendered":"\n<p>Hello!<\/p>\n\n\n\n<p>This week I worked on the rest of the bibliometrics analysis for the articles published by those associated with DataONE which are currently in Library 1 in Zotero. I also did some frequency counts of the articles in library 1 and created an Impact Score based on citations and the altmetric score for each article. I had a bit of a set back with the organization of Library 1 and am working with my mentor to review it for accuracy. Therefore, the results in this post may change a bit in my final summary report but you can get the overall idea of the results that I discuss below. The programs I used to analyze the articles include the <a href=\"http:\/\/www.bibliometrix.org\/\">Bibliometrix<\/a> package in R, <a href=\"https:\/\/homepage.univie.ac.at\/juan.gorraiz\/bibexcel\/\">Bibexcel<\/a>, Excel, and <a href=\"https:\/\/homepage.univie.ac.at\/juan.gorraiz\/bibexcel\/\">VOSviewer<\/a>. Currently, the VOSviewer bibliographic maps at the end are static images. If you have the tool they are interactive making the information more clear. My hope is to work with the folks at DataONE to host the interactive maps on their server so this element can be included. All data were extracted from Scopus and if not available in Scopus, then Web of Science. <\/p>\n\n\n\n<p><strong>DataONE Impact Score: Top 10 Articles<\/strong><\/p>\n\n\n\n<p>Using each article&#8217;s altmetrics score (see <a href=\"https:\/\/notebooks.dataone.org\/citation-dataone\/week-4-almost-ready-for-bibliometrics\/\">week 4&#8217;s post<\/a> for more info) and total Cited By value (the total number of times the article was cited by other articles).<\/p>\n\n\n\n<ul><li>Data reuse and the open data citation advantage     59.8<\/li><li>Data sharing by scientists: Practices and perceptions    50.9 <\/li><li>Altmetrics: Value all research products     39.9 <\/li><li>Publishing frontiers: The library reboot     35.4<\/li><li>The current state of citizen science as a tool for ecological research and public engagement     29.1<\/li><li>Next Steps for Citizen Science     25.3<\/li><li>Challenges and Opportunities of Open Data in Ecology 24.5<\/li><li>Ten Simple Rules for Digital Data Storage     23.8<\/li><li>Big data and the future of ecology     22.4<\/li><li>Ten Simple Rules for Creating a Good Data Management Plan 21.2 <\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/MrVcjG5x837mUlVq8xL6h4sAn_FUZG8nKlZgB8MXgvuMNfZb19DtghUcmrgBYmxkPX2we3DhiTEE31NanO0vTkcFllfH5SnGWB_0-2EWrKEXhohFPenrUBMaIFbFi-YYWWa_Qxp2\" alt=\"\" \/><\/figure>\n\n\n\n<p><strong>Correlation<\/strong><\/p>\n\n\n\n<ul><li> I ran a correlation to see if there was a relationship between the Altmetrics Score and the Cited By value. There is not a correlation between the two, indicating that a high Altmetrics score does not mean there will be a high\/low Cited By amount and vice versa.\u00a0  <\/li><\/ul>\n\n\n\n<p><strong>Top 10 most cited articles<\/strong><\/p>\n\n\n\n<table class=\"wp-block-table has-fixed-layout\"><tbody><tr><td>Title<\/td><td>Author<\/td><td>TC<\/td><\/tr><tr><td>Data sharing by scientists: Practices and perceptions<\/td><td>Tenopir, C; Allard, S; Douglass, K; Aydinoglu, A; Wu, L; Read, E; Manoff, M; Frame M<\/td><td>436<\/td><\/tr><tr><td>The current state of citizen science as a tool for ecological research and public engagement<\/td><td>Dickinson, J; Shirk, J; Bonter, D; Bonney, R; Crain, R; Martin, J; Phillips, T; Purcell, K<\/td><td>399<\/td><\/tr><tr><td>Challenges and Opportunities of Open Data in Ecology<\/td><td>Reichman, O. J.; Jones, M.B.; Shildhauer, MP<\/td><td>320<\/td><\/tr><tr><td>Next Steps for Citizen Science<\/td><td>Bonney, Rick; Shirk, Jennifer L.; Phillips, Tina B.; Wiggins, Andrea; Ballard, Heidi L.; Miller-Rushing, Abraham J.; Parrish, Julia K.<\/td><td>299<\/td><\/tr><tr><td>Big data and the future of ecology<\/td><td>Hampton, Stephanie E.; Strasser, Carly A.; Tewksbury, Joshua J.; Gram, Wendy K.; Budden, Amber E.; Batcheller, Archer L.; Duke, Clifford S.; Porter, John H.<\/td><td>286<\/td><\/tr><tr><td>The future of citizen science: emerging technologies and shifting paradigms<\/td><td>Newman, Greg; Wiggins, Andrea; Crall, Alycia; Graham, Eric; Newman, Sarah; Crowston, Kevin<\/td><td>215<\/td><\/tr><tr><td>Ecoinformatics: Supporting ecology as a data-intensive science<\/td><td>Michener, W.K.; Jones, M.B.<\/td><td>197<\/td><\/tr><tr><td>The history of public participation in ecological research<\/td><td>Miller-Rushing, A.; Primack, Richard; Bonney, Rick<\/td><td>186<\/td><\/tr><tr><td>Altmetrics: Value all research products<\/td><td>Piwowar, Heather<\/td><td>165<\/td><\/tr><tr><td>Data reuse and the open data citation advantage<\/td><td>Piwowar, Heather A.; Vision, Todd J.<\/td><td>160<\/td><\/tr><\/tbody><\/table>\n\n\n\n<p><strong>Total Number of Citation to Library 1 Articles by Year<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignright is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/notebooks.dataone.org\/wp-content\/uploads\/2019\/06\/image-10.png\" alt=\"\" class=\"wp-image-3537\" width=\"366\" height=\"220\" \/><\/figure><\/div>\n\n\n\n<ul><li>2010: 2<\/li><li>2011: 28<\/li><li>2012: 127<\/li><li>2013: 220<\/li><li>2014: 431<\/li><li>2015: 574<\/li><li>2016: 735<\/li><li>2017: 790<\/li><li>2018:807<\/li><li>2019: 419 <\/li><\/ul>\n\n\n\n<p><strong>Total number of published Library 1 Articles by Author<\/strong><\/p>\n\n\n\n<p> \u2022    42    Allard, S.<br> \u2022    39    Michener, W.K.<br> \u2022    33    Tenopir, C.<br> \u2022    24    Kelling, S.<br> \u2022    18    Fink, D.<br> \u2022    18    Sandusky, R.J.<br> \u2022    18    Missier, P.<br> \u2022    18    &nbsp;Lud\u00e4scher, B.<br> \u2022    15    Jones, M.B.<br> \u2022    15    Piwowar, H.A.<br> \u2022    12    Wiggins, A.<br> \u2022    12    Gerbracht, J.<br> \u2022    12    Yu, J.<br> \u2022    12    Frame, M.<br> \u2022    12    Hampton, S.E.<br> \u2022    12    Vision, T.J.<br> \u2022    12    Dey, S.<br> \u2022    12    Wong, W.K.<br> \u2022    12    Pollock, D.<\/p>\n\n\n\n<p><strong>Top Authors&#8217; Production Over Time<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/6aPpiaV2zB64ROJTBa8t9M98xpDKtaSmvDwx9iAKra561iddj5OmobH4kX6DRPWolO5UM4mlpH0H3UoX1xhxmLXc9swgHa5bFoIvA9qVkXcjVsY1rm8slylU99zLe5D2BCvndD0i\" alt=\"\" \/><\/figure>\n\n\n\n<p><strong>Co-Authorship<\/strong><\/p>\n\n\n\n<ul><li>These authors have published at least 5 articles together<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/b06ki1UVbzZqVjmZASksJl1-iZ4IWp_jJ8h04DfUke3tuhD3YuAzFM4YDo9Y7O77zi0AIWnkKIVl6InHPx5ximeDN0sGRA-C6U5sm8jYECktdJaieW8o-MnvyC6YW3pKVOg0PvMV\" alt=\"\" \/><\/figure>\n\n\n\n<p><strong>Keyword Co-occurrence Map<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/KnPEBvr-8c32bqr3m7lUtuL2MnhwUxaF1dCVkLuVZ8jGhDRgxGILpo1QAmw-H1jybXtLobcevcV5-XjD2D7t1ICL-4lOEmp6r8NXuEfYRkHaNKSwhFC7xFlTHHUGBq_MHUjPbEbP\" alt=\"\" \/><\/figure>\n\n\n\n<p><strong>Bibliographic Coupling by Article<\/strong><\/p>\n\n\n\n<ul><li>Articles that share citations in their reference lists<ul><li>Size of the bubble is based on number of citations the article has received. <\/li><\/ul><\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh5.googleusercontent.com\/Mwp33J-5jzVfm-5tnNnEjR99d4blunnmh0AuQtIwDWhHzu2wTBJoF4J2j50oh3VHH3aVeMblFFUaAyRtkhmRHKUkuYe-fEpvDgtgZyztd2ZxuIkFx6wH29axDCe4ipdyE7jjXdey\" alt=\"\" \/><\/figure>\n\n\n\n<p><strong>Bibliographic Coupling by Author<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/-ccmicQJTkNWaQsd4qEbyoWhTaRIKkp7QY4J2rfWZURrcSZqAiaW_CJIiOGYZx_xGOcJQLSu-cA1XwAmK27xs202DqF7rf4oKT4lrQckJwsoY3fQ6GDQhRVAVLw2cA0ht8M3Cdc1\" alt=\"\" \/><\/figure>\n\n\n\n<p><strong>Co-citation of Library 3<\/strong><\/p>\n\n\n\n<ul><li>Library 3 consists of all the articles citing DataONE authors from Library 1. The map below represents relatedness based on the number of times authors were cited together. This map was based on data pulled from Web of Science.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1407\" height=\"594\" src=\"https:\/\/notebooks.dataone.org\/wp-content\/uploads\/2019\/06\/image-13.png\" alt=\"\" class=\"wp-image-3540\" \/><\/figure>\n\n\n\n<p>Next week I&#8217;ll have a few more visual updates as well as some information regarding data mining mentions to DataONE. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hello! This week I worked on the rest of the bibliometrics analysis for the articles published by those associated with DataONE which are currently in Library 1 in Zotero. I also did some frequency counts of the articles in library 1 and created an Impact Score based on citations and <a class=\"more-link\" href=\"https:\/\/notebooks.dataone.org\/citation-dataone\/week-6-bibliometrics-results-and-visualization\/\">Continue reading <span class=\"screen-reader-text\">  Week 6: Bibliometrics Results and Visualization<\/span><span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":121,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[393],"tags":[409,410,404,402,408],"_links":{"self":[{"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/posts\/3535"}],"collection":[{"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/users\/121"}],"replies":[{"embeddable":true,"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/comments?post=3535"}],"version-history":[{"count":5,"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/posts\/3535\/revisions"}],"predecessor-version":[{"id":3544,"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/posts\/3535\/revisions\/3544"}],"wp:attachment":[{"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/media?parent=3535"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/categories?post=3535"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/notebooks.dataone.org\/wp-json\/wp\/v2\/tags?post=3535"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}