How Do Astronomers Share Data? Reliability and Persistence of Datasets Linked in AAS Publications and a Qualitative Study of Data Practices among US Astronomers
- Publication Date
- August 28, 2014
- Journal
- PLOS ONE
- Authors
- Alberto Pepe, Alyssa Goodman, August Muench, Merce Crosas, et al
- Volume
- 9
- Issue
- 8
- Pages
- e104798
- DOI
- https://dx.plos.org/10.1371/journal.pone.0104798
- Publisher URL
- http://journals.plos.org/plosone/article?id=10.1371%2Fjournal.pone.0104798
- PubMed
- http://www.ncbi.nlm.nih.gov/pubmed/25165807
- PubMed Central
- http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4148308
- Europe PMC
- http://europepmc.org/abstract/MED/25165807
- Web of Science
- 000341303700014
- Scopus
- 84928135171
- Mendeley
- http://www.mendeley.com/research/astronomers-share-data-reliability-persistence-datasets-linked-aas-publications-qualitative-study-da
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Mendeley | Further Information
{"title"=>"How do astronomers share data? reliability and persistence of datasets linked in AAS publications and a qualitative study of data practices among US astronomers", "type"=>"journal", "authors"=>[{"first_name"=>"Alberto", "last_name"=>"Pepe", "scopus_author_id"=>"23010224000"}, {"first_name"=>"Alyssa", "last_name"=>"Goodman", "scopus_author_id"=>"35268384500"}, {"first_name"=>"August", "last_name"=>"Muench", "scopus_author_id"=>"7006790159"}, {"first_name"=>"Merce", "last_name"=>"Crosas", "scopus_author_id"=>"6602344670"}, {"first_name"=>"Christopher", "last_name"=>"Erdmann", "scopus_author_id"=>"56806616100"}], "year"=>2014, "source"=>"PLoS ONE", "identifiers"=>{"issn"=>"19326203", "scopus"=>"2-s2.0-84928135171", "pui"=>"373852687", "doi"=>"10.1371/journal.pone.0104798", "sgr"=>"84928135171", "pmid"=>"25165807"}, "id"=>"71f2555f-8781-33a7-b171-b7a648ac7403", "abstract"=>"We analyze data sharing practices of astronomers over the past fifteen years. An analysis of URL links embedded in papers published by the American Astronomical Society reveals that the total number of links included in the literature rose dramatically from 1997 until 2005, when it leveled off at around 1500 per year. The analysis also shows that the availability of linked material decays with time: in 2011, 44% of links published a decade earlier, in 2001, were broken. A rough analysis of link types reveals that links to data hosted on astronomers' personal websites become unreachable much faster than links to datasets on curated institutional sites. To gauge astronomers' current data sharing practices and preferences further, we performed in-depth interviews with 12 scientists and online surveys with 173 scientists, all at a large astrophysical research institute in the United States: the Harvard-Smithsonian Center for Astrophysics, in Cambridge, MA. Both the in-depth interviews and the online survey indicate that, in principle, there is no philosophical objection to data-sharing among astronomers at this institution. Key reasons that more data are not presently shared more efficiently in astronomy include: the difficulty of sharing large data sets; over reliance on non-robust, non-reproducible mechanisms for sharing data (e.g. emailing it); unfamiliarity with options that make data-sharing easier (faster) and/or more robust; and, lastly, a sense that other researchers would not want the data to be shared. We conclude with a short discussion of a new effort to implement an easy-to-use, robust, system for data sharing in astronomy, at theastrodata.org, and we analyze the uptake of that system to-date.", "link"=>"http://www.mendeley.com/research/astronomers-share-data-reliability-persistence-datasets-linked-aas-publications-qualitative-study-da", "reader_count"=>54, "reader_count_by_academic_status"=>{"Librarian"=>10, "Researcher"=>13, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>13, "Student > Postgraduate"=>2, "Student > Master"=>4, "Other"=>3, "Student > Bachelor"=>2, "Professor"=>4}, "reader_count_by_user_role"=>{"Librarian"=>10, "Researcher"=>13, "Student > Doctoral Student"=>3, "Student > Ph. D. Student"=>13, "Student > Postgraduate"=>2, "Student > Master"=>4, "Other"=>3, "Student > Bachelor"=>2, "Professor"=>4}, "reader_count_by_subject_area"=>{"Environmental Science"=>1, "Biochemistry, Genetics and Molecular Biology"=>3, "Nursing and Health Professions"=>2, "Mathematics"=>1, "Medicine and Dentistry"=>4, "Agricultural and Biological Sciences"=>8, "Business, Management and Accounting"=>1, "Physics and Astronomy"=>9, "Chemistry"=>2, "Psychology"=>3, "Social Sciences"=>12, "Computer Science"=>8}, "reader_count_by_subdiscipline"=>{"Medicine and Dentistry"=>{"Medicine and Dentistry"=>4}, "Chemistry"=>{"Chemistry"=>2}, "Social Sciences"=>{"Social Sciences"=>12}, "Physics and Astronomy"=>{"Physics and Astronomy"=>9}, "Psychology"=>{"Psychology"=>3}, "Agricultural and Biological Sciences"=>{"Agricultural and Biological Sciences"=>8}, "Computer Science"=>{"Computer Science"=>8}, "Nursing and Health Professions"=>{"Nursing and Health Professions"=>2}, "Business, Management and Accounting"=>{"Business, Management and Accounting"=>1}, "Biochemistry, Genetics and Molecular Biology"=>{"Biochemistry, Genetics and Molecular Biology"=>3}, "Mathematics"=>{"Mathematics"=>1}, "Environmental Science"=>{"Environmental Science"=>1}}, "reader_count_by_country"=>{"United States"=>8, "Denmark"=>1, "France"=>1, "India"=>1, "Spain"=>1}, "group_count"=>3}CrossRef
- http://doi.org/10.1371/journal.pone.0104798
- http://doi.org/10.1002/bult.2015.1720410412
- http://doi.org/10.1177/2158244017717301
- http://doi.org/10.1002/asi.24165
- http://doi.org/10.1007/s00799-015-0157-z
- http://doi.org/10.1002/asi.23721
- http://doi.org/10.1108/PROG-06-2016-0048
- http://doi.org/10.1051/epjconf/201818610003
- http://doi.org/10.7191/jeslib.2021.1191
- http://doi.org/10.5334/dsj-2017-035
- http://doi.org/10.1515/libri-2016-0116
- http://doi.org/10.1016/j.ijinfomgt.2019.05.024
- http://doi.org/10.1002/asi.24368
- http://doi.org/10.1371/journal.pcbi.1005097
- http://doi.org/10.1002/pra2.2016.14505301057
- http://doi.org/10.1371/journal.pbio.2001414
- http://doi.org/10.1002/leap.1213
- http://doi.org/10.3847/1538-4365/aab76a
- http://doi.org/10.1371/journal.pone.0229182
- http://doi.org/10.1109/MCSE.2019.2932067
Scopus | Further Information
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- {"id"=>"506853235823755264", "text"=>"Out today in PLoS One: How Do Astronomers Share Data?http://t.co/NlmdKrSVm1", "created_at"=>"2014-09-02T17:16:42Z", "user"=>"albertopepe", "user_name"=>"Alberto Pepe", "user_profile_image"=>"http://pbs.twimg.com/profile_images/448954576457052160/aPD68Gau_normal.jpeg"}
- {"id"=>"506853749143662592", "text"=>"RT @albertopepe: Out today in PLoS One: How Do Astronomers Share Data?http://t.co/NlmdKrSVm1", "created_at"=>"2014-09-02T17:18:45Z", "user"=>"sarahkendrew", "user_name"=>"Sarah Kendrew", "user_profile_image"=>"http://pbs.twimg.com/profile_images/489560017264074753/NdaTwg_x_normal.jpeg"}
- {"id"=>"506880830644314113", "text"=>".@augustmuench et al. #SavedYouAClick: Poorly. MT @mercecrosas How do astronomers share data? http://t.co/dOj8Hda1Ts", "created_at"=>"2014-09-02T19:06:22Z", "user"=>"merrdiff", "user_name"=>"Meredith Rawls", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000061057211/ae5fd0dca106dd0ebeab2a89dab877ba_normal.jpeg"}
- {"id"=>"506947818817609728", "text"=>"RT @merrdiff: .@augustmuench et al. #SavedYouAClick: Poorly. MT @mercecrosas How do astronomers share data? http://t.co/dOj8Hda1Ts", "created_at"=>"2014-09-02T23:32:33Z", "user"=>"demitrimuna", "user_name"=>"Demitri Muna", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2343750161/Demitri_Muna-24_normal.jpg"}
- {"id"=>"507058656303939584", "text"=>"RT @albertopepe: Out today in PLoS One: How Do Astronomers Share Data?http://t.co/NlmdKrSVm1", "created_at"=>"2014-09-03T06:52:59Z", "user"=>"sebastienmaret", "user_name"=>"Sébastien Maret", "user_profile_image"=>"http://pbs.twimg.com/profile_images/3374963010/ddb0e8e36f4c3181c72dce5bef010e4c_normal.jpeg"}
- {"id"=>"507177795584155648", "text"=>"#PLOSONE: How Do Astronomers Share Data? http://t.co/uCMVZE6rkC @AAS_Press", "created_at"=>"2014-09-03T14:46:24Z", "user"=>"aagie", "user_name"=>"Alyssa Goodman", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1637016552/IMGP3973_normal.jpg"}
- {"id"=>"507189132897292289", "text"=>".@PLOSONE paper by Pepe et al. examines US astronomers' data sharing practices; finds link rot http://t.co/l3iy2Ckyy2 http://t.co/Nq0pXIm5G6", "created_at"=>"2014-09-03T15:31:27Z", "user"=>"JohnBarentine", "user_name"=>"Dr. John Barentine", "user_profile_image"=>"http://pbs.twimg.com/profile_images/424768098705502208/KIopu648_normal.png"}
- {"id"=>"507203962962190336", "text"=>"RT @JohnBarentine: .@PLOSONE paper by Pepe et al. examines US astronomers' data sharing practices; finds link rot http://t.co/l3iy2Ckyy2 ht…", "created_at"=>"2014-09-03T16:30:22Z", "user"=>"blobrana", "user_name"=>"blobrana", "user_profile_image"=>"http://pbs.twimg.com/profile_images/471793811278934016/RaSdc-xl_normal.png"}
- {"id"=>"508875301779410944", "text"=>"How do #astronomers share #data? http://t.co/HVMZ4I4hov #datasets #publications #OA #science #phdchat #H2020 #research #scipol", "created_at"=>"2014-09-08T07:11:41Z", "user"=>"Research_Voice", "user_name"=>"Voice of Researchers", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2403199306/6mly0k7q7gw1mhx6r77d_normal.jpeg"}
- {"id"=>"508878296323719168", "text"=>"RT @Research_Voice: How do #astronomers share #data? http://t.co/HVMZ4I4hov #datasets #publications #OA #science #phdchat #H2020 #research …", "created_at"=>"2014-09-08T07:23:35Z", "user"=>"CeriatLeicester", "user_name"=>"Ceri Jones", "user_profile_image"=>"http://pbs.twimg.com/profile_images/507492093518815235/s53mqvms_normal.jpeg"}
- {"id"=>"508880135962263552", "text"=>"RT @Research_Voice: How do #astronomers share #data? http://t.co/HVMZ4I4hov #datasets #publications #OA #science #phdchat #H2020 #research …", "created_at"=>"2014-09-08T07:30:53Z", "user"=>"annettestr", "user_name"=>"Annette Strauch", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2151272873/iaza11589316982800_normal.gif"}
- {"id"=>"508890036989722624", "text"=>"#OA: How Do Astronomers Share Data? Reliability and Persistence of Datasets Linked in AAS Publications and a Quali... http://t.co/0b8aNzZZyy", "created_at"=>"2014-09-08T08:10:14Z", "user"=>"Leiden4OA", "user_name"=>"UBL Open Access", "user_profile_image"=>"http://pbs.twimg.com/profile_images/488581791184207873/rZEsnzWd_normal.jpeg"}
- {"id"=>"508890984764436480", "text"=>"RT @Research_Voice: How do #astronomers share #data? http://t.co/HVMZ4I4hov #datasets #publications #OA #science #phdchat #H2020 #research …", "created_at"=>"2014-09-08T08:14:00Z", "user"=>"Duhem_", "user_name"=>"Jochen Apel", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2547980797/y6qkp3fmuy1pdknarshf_normal.jpeg"}
- {"id"=>"508914496325160960", "text"=>"RT @Research_Voice: How do #astronomers share #data? http://t.co/HVMZ4I4hov #datasets #publications #OA #science #phdchat #H2020 #research …", "created_at"=>"2014-09-08T09:47:25Z", "user"=>"OmoNsasi", "user_name"=>"Damara Arrowood", "user_profile_image"=>"http://pbs.twimg.com/profile_images/489202358518177792/SlBsVhpH_normal.jpeg"}
- {"id"=>"518172783671783424", "text"=>"RT @aagie: #PLOSONE: How Do Astronomers Share Data? http://t.co/uCMVZE6rkC @AAS_Press", "created_at"=>"2014-10-03T22:56:33Z", "user"=>"ArunAstronomer", "user_name"=>"Arun Shankar", "user_profile_image"=>"http://pbs.twimg.com/profile_images/516704901422800896/DeVdCHDs_normal.jpeg"}
- {"id"=>"521011789132464129", "text"=>"@KyleCranmer @albertopepe http://t.co/nAxGnZKHHh Enjoy, Kyle!", "created_at"=>"2014-10-11T18:57:45Z", "user"=>"aagie", "user_name"=>"Alyssa Goodman", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1637016552/IMGP3973_normal.jpg"}
- {"id"=>"521016516083339264", "text"=>"Check it out: @fperez_org @exoplaneteer @_inundata @functiontelechy @albertopepe @aagie http://t.co/W1uoTzsc0r", "created_at"=>"2014-10-11T19:16:32Z", "user"=>"KyleCranmer", "user_name"=>"Kyle Cranmer", "user_profile_image"=>"http://pbs.twimg.com/profile_images/378800000065241474/e47527eed661a899d666329eb2774477_normal.jpeg"}
- {"id"=>"521023445019009024", "text"=>"RT @KyleCranmer: Check it out: @fperez_org @exoplaneteer @_inundata @functiontelechy @albertopepe @aagie http://t.co/W1uoTzsc0r", "created_at"=>"2014-10-11T19:44:04Z", "user"=>"fperez_org", "user_name"=>"Fernando Perez", "user_profile_image"=>"http://pbs.twimg.com/profile_images/1864199033/fperez_photo2_sm_normal.jpg"}
- {"id"=>"626781061440126977", "text"=>"How Do Astronomers Share Data? : http://t.co/3hrc9XrGid", "created_at"=>"2015-07-30T15:47:04Z", "user"=>"bmukharjee", "user_name"=>"Bhaskar Mukharjee", "user_profile_image"=>"http://pbs.twimg.com/profile_images/2957477630/fe837458c50961992e2c64770df10dcd_normal.jpeg"}
- {"id"=>"707262546621796352", "text"=>"@StephenEglen @emckiernan13 @albertopepe Here is a link to the paper: https://t.co/QJ3JszhU3X.", "created_at"=>"2016-03-08T17:51:46Z", "user"=>"april_cs", "user_name"=>"open_epi", "user_profile_image"=>"http://pbs.twimg.com/profile_images/663908674184826881/hDyg4m-z_normal.jpg"}
- {"id"=>"752634771788804096", "text"=>"RT @april_cs: @StephenEglen @emckiernan13 @albertopepe Here is a link to the paper: https://t.co/QJ3JszhU3X.", "created_at"=>"2016-07-11T22:44:47Z", "user"=>"KellieRoseWick", "user_name"=>"KellieRoseWick", "user_profile_image"=>"http://pbs.twimg.com/profile_images/737738369300451334/EOv0uADi_normal.jpg"}
- {"id"=>"778618386548924417", "text"=>"Including data as links in paper is not enough: 44% of links in astronomy ms broken >10yrs @albertopepe https://t.co/xtrpYPI1k1 #COASP8", "created_at"=>"2016-09-21T15:34:24Z", "user"=>"catmacOA", "user_name"=>"Catriona M?cCallum", "user_profile_image"=>"http://pbs.twimg.com/profile_images/676046404561825793/1IeQ5Zqs_normal.jpg"}
- {"id"=>"803974412454232064", "text"=>"@DataAtCU Linking can have problems. At researcher level it also makes more sense to do things together https://t.co/tN7KDyfrRN", "created_at"=>"2016-11-30T14:50:11Z", "user"=>"authorea", "user_name"=>"Authorea", "user_profile_image"=>"http://pbs.twimg.com/profile_images/555086472324214785/OCYd74fD_normal.jpeg"}
- {"id"=>"823633060398792709", "text"=>"Currently reading: How Do Astronomers Share Data? Reliability and Persistence of Datasets Linked in AAS Publicatio… https://t.co/K3Ll9iUmqq", "created_at"=>"2017-01-23T20:46:38Z", "user"=>"mwolfe_reads", "user_name"=>"Michael Wolfe", "user_profile_image"=>"http://pbs.twimg.com/profile_images/754833773435379712/ca0BWuTc_normal.jpg"}
- {"id"=>"829806700819521538", "text"=>"Nice paper @ArthurLupia! We showed the same issue with non-persistent links in Astronomy: https://t.co/H1Vgx8qt9d… https://t.co/VCb0XBTXt7", "created_at"=>"2017-02-09T21:38:29Z", "user"=>"mercecrosas", "user_name"=>"Merc? Crosas", "user_profile_image"=>"http://pbs.twimg.com/profile_images/703050330469171202/qIrN5Nse_normal.jpg"}
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- {"month"=>"4", "year"=>"2017", "pdf_views"=>"9", "xml_views"=>"2", "html_views"=>"61"}
- {"month"=>"5", "year"=>"2017", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"83"}
- {"month"=>"6", "year"=>"2017", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"56"}
- {"month"=>"7", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"60"}
- {"month"=>"8", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"60"}
- {"month"=>"9", "year"=>"2017", "pdf_views"=>"4", "xml_views"=>"2", "html_views"=>"58"}
- {"month"=>"10", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"2", "html_views"=>"85"}
- {"month"=>"11", "year"=>"2017", "pdf_views"=>"7", "xml_views"=>"1", "html_views"=>"84"}
- {"month"=>"12", "year"=>"2017", "pdf_views"=>"5", "xml_views"=>"3", "html_views"=>"65"}
- {"month"=>"1", "year"=>"2018", "pdf_views"=>"5", "xml_views"=>"1", "html_views"=>"49"}
- {"month"=>"2", "year"=>"2018", "pdf_views"=>"4", "xml_views"=>"0", "html_views"=>"14"}
- {"month"=>"3", "year"=>"2018", "pdf_views"=>"10", "xml_views"=>"2", "html_views"=>"18"}
- {"month"=>"4", "year"=>"2018", "pdf_views"=>"19", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"5", "year"=>"2018", "pdf_views"=>"22", "xml_views"=>"1", "html_views"=>"37"}
- {"month"=>"6", "year"=>"2018", "pdf_views"=>"14", "xml_views"=>"2", "html_views"=>"38"}
- {"month"=>"7", "year"=>"2018", "pdf_views"=>"21", "xml_views"=>"3", "html_views"=>"40"}
- {"month"=>"8", "year"=>"2018", "pdf_views"=>"12", "xml_views"=>"1", "html_views"=>"33"}
- {"month"=>"9", "year"=>"2018", "pdf_views"=>"11", "xml_views"=>"1", "html_views"=>"27"}
- {"month"=>"10", "year"=>"2018", "pdf_views"=>"57", "xml_views"=>"1", "html_views"=>"40"}
- {"month"=>"11", "year"=>"2018", "pdf_views"=>"8", "xml_views"=>"0", "html_views"=>"33"}
- {"month"=>"12", "year"=>"2018", "pdf_views"=>"13", "xml_views"=>"1", "html_views"=>"27"}
- {"month"=>"1", "year"=>"2019", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"22"}
- {"month"=>"2", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"3", "year"=>"2019", "pdf_views"=>"17", "xml_views"=>"1", "html_views"=>"24"}
- {"month"=>"4", "year"=>"2019", "pdf_views"=>"9", "xml_views"=>"1", "html_views"=>"23"}
- {"month"=>"5", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"62"}
- {"month"=>"6", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"20"}
- {"month"=>"7", "year"=>"2019", "pdf_views"=>"5", "xml_views"=>"0", "html_views"=>"14"}
- {"month"=>"8", "year"=>"2019", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"9", "year"=>"2019", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"42"}
- {"month"=>"10", "year"=>"2019", "pdf_views"=>"14", "xml_views"=>"0", "html_views"=>"24"}
- {"month"=>"11", "year"=>"2019", "pdf_views"=>"7", "xml_views"=>"0", "html_views"=>"23"}
- {"month"=>"12", "year"=>"2019", "pdf_views"=>"15", "xml_views"=>"0", "html_views"=>"22"}
- {"month"=>"1", "year"=>"2020", "pdf_views"=>"9", "xml_views"=>"0", "html_views"=>"33"}
- {"month"=>"2", "year"=>"2020", "pdf_views"=>"8", "xml_views"=>"3", "html_views"=>"18"}
- {"month"=>"3", "year"=>"2020", "pdf_views"=>"14", "xml_views"=>"2", "html_views"=>"40"}
- {"month"=>"4", "year"=>"2020", "pdf_views"=>"3", "xml_views"=>"0", "html_views"=>"19"}
- {"month"=>"5", "year"=>"2020", "pdf_views"=>"45", "xml_views"=>"4", "html_views"=>"21"}
- {"month"=>"6", "year"=>"2020", "pdf_views"=>"18", "xml_views"=>"2", "html_views"=>"23"}
- {"month"=>"7", "year"=>"2020", "pdf_views"=>"13", "xml_views"=>"0", "html_views"=>"21"}
- {"month"=>"8", "year"=>"2020", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"27"}
- {"month"=>"9", "year"=>"2020", "pdf_views"=>"10", "xml_views"=>"3", "html_views"=>"41"}
- {"month"=>"10", "year"=>"2020", "pdf_views"=>"28", "xml_views"=>"1", "html_views"=>"30"}
- {"month"=>"11", "year"=>"2020", "pdf_views"=>"12", "xml_views"=>"0", "html_views"=>"36"}
- {"month"=>"12", "year"=>"2020", "pdf_views"=>"4", "xml_views"=>"1", "html_views"=>"26"}
- {"month"=>"1", "year"=>"2021", "pdf_views"=>"10", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"2", "year"=>"2021", "pdf_views"=>"2", "xml_views"=>"0", "html_views"=>"43"}
- {"month"=>"3", "year"=>"2021", "pdf_views"=>"23", "xml_views"=>"2", "html_views"=>"49"}
- {"month"=>"4", "year"=>"2021", "pdf_views"=>"1", "xml_views"=>"0", "html_views"=>"24"}
PMC Usage Stats | Further Information
- {"unique-ip"=>"10", "full-text"=>"17", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"4"}
- {"unique-ip"=>"13", "full-text"=>"15", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"5"}
- {"unique-ip"=>"10", "full-text"=>"12", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"6"}
- {"unique-ip"=>"16", "full-text"=>"17", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"7"}
- {"unique-ip"=>"3", "full-text"=>"4", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"3"}
- {"unique-ip"=>"12", "full-text"=>"15", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"2"}
- {"unique-ip"=>"15", "full-text"=>"17", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"8"}
- {"unique-ip"=>"25", "full-text"=>"24", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"9"}
- {"unique-ip"=>"155", "full-text"=>"193", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2015", "month"=>"10"}
- {"unique-ip"=>"13", "full-text"=>"2", "pdf"=>"10", "abstract"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"9"}
- {"unique-ip"=>"14", "full-text"=>"14", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"1"}
- {"unique-ip"=>"8", "full-text"=>"7", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"10"}
- {"unique-ip"=>"29", "full-text"=>"30", "pdf"=>"5", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"15", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"2"}
- {"unique-ip"=>"3", "full-text"=>"2", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"11"}
- {"unique-ip"=>"4", "full-text"=>"4", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2014", "month"=>"12"}
- {"unique-ip"=>"12", "full-text"=>"13", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"4", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"1"}
- {"unique-ip"=>"25", "full-text"=>"21", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"11"}
- {"unique-ip"=>"37", "full-text"=>"27", "pdf"=>"9", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"5", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2015", "month"=>"12"}
- {"unique-ip"=>"36", "full-text"=>"40", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"3"}
- {"unique-ip"=>"25", "full-text"=>"30", "pdf"=>"4", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"4"}
- {"unique-ip"=>"23", "full-text"=>"23", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"6", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"5"}
- {"unique-ip"=>"20", "full-text"=>"25", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"8", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"6"}
- {"unique-ip"=>"13", "full-text"=>"13", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"7"}
- {"unique-ip"=>"23", "full-text"=>"23", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"8"}
- {"unique-ip"=>"37", "full-text"=>"39", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"9"}
- {"unique-ip"=>"8", "full-text"=>"11", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"10"}
- {"unique-ip"=>"39", "full-text"=>"49", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"11"}
- {"unique-ip"=>"28", "full-text"=>"30", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2016", "month"=>"12"}
- {"unique-ip"=>"22", "full-text"=>"24", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"1"}
- {"unique-ip"=>"18", "full-text"=>"21", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"2"}
- {"unique-ip"=>"21", "full-text"=>"25", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"3"}
- {"unique-ip"=>"15", "full-text"=>"18", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"4"}
- {"unique-ip"=>"23", "full-text"=>"23", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"5"}
- {"unique-ip"=>"12", "full-text"=>"15", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"6"}
- {"unique-ip"=>"16", "full-text"=>"16", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"7"}
- {"unique-ip"=>"34", "full-text"=>"64", "pdf"=>"2", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"8"}
- {"unique-ip"=>"25", "full-text"=>"25", "pdf"=>"1", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"9"}
- {"unique-ip"=>"30", "full-text"=>"36", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"2", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"10"}
- {"unique-ip"=>"21", "full-text"=>"25", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"11"}
- {"unique-ip"=>"21", "full-text"=>"22", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2017", "month"=>"12"}
- {"unique-ip"=>"19", "full-text"=>"21", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"1"}
- {"unique-ip"=>"1", "full-text"=>"1", "pdf"=>"0", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"2"}
- {"unique-ip"=>"23", "full-text"=>"21", "pdf"=>"3", "abstract"=>"0", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"3"}
- {"unique-ip"=>"36", "full-text"=>"44", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"1"}
- {"unique-ip"=>"36", "full-text"=>"37", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"11"}
- {"unique-ip"=>"37", "full-text"=>"43", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2018", "month"=>"12"}
- {"unique-ip"=>"35", "full-text"=>"115", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"5"}
- {"unique-ip"=>"24", "full-text"=>"24", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"4"}
- {"unique-ip"=>"36", "full-text"=>"63", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"6"}
- {"unique-ip"=>"24", "full-text"=>"29", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"7"}
- {"unique-ip"=>"31", "full-text"=>"32", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"8"}
- {"unique-ip"=>"39", "full-text"=>"74", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2018", "month"=>"10"}
- {"unique-ip"=>"49", "full-text"=>"86", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"1", "supp-data"=>"0", "cited-by"=>"1", "year"=>"2018", "month"=>"9"}
- {"unique-ip"=>"24", "full-text"=>"28", "pdf"=>"1", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"2"}
- {"unique-ip"=>"16", "full-text"=>"16", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"3"}
- {"unique-ip"=>"26", "full-text"=>"25", "pdf"=>"2", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"4"}
- {"unique-ip"=>"32", "full-text"=>"32", "pdf"=>"3", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"5"}
- {"unique-ip"=>"23", "full-text"=>"24", "pdf"=>"4", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"8"}
- {"unique-ip"=>"37", "full-text"=>"46", "pdf"=>"5", "scanned-summary"=>"0", "scanned-page-browse"=>"0", "figure"=>"0", "supp-data"=>"0", "cited-by"=>"0", "year"=>"2019", "month"=>"9"}
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Relative Metric
{"start_date"=>"2014-01-01T00:00:00Z", "end_date"=>"2014-12-31T00:00:00Z", "subject_areas"=>[{"subject_area"=>"/Computer and information sciences/Data visualization", "average_usage"=>[330, 480]}, {"subject_area"=>"/Computer and information sciences/Information technology", "average_usage"=>[314, 484]}, {"subject_area"=>"/Physical sciences/Physics", "average_usage"=>[266]}]}Loading … 

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