{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":21,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":21,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"711bb6c4b1b4","filters":{"venue":"Elpub digital library"}},"results":[{"id":"W2408637252","doi":"","title":"NARCIS: The Gateway to Dutch Scientific Information","year":2006,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"General partnership; Gateway (web page); Information system; Library science; Work (physics); The arts; Computer science; World Wide Web; Knowledge management; Political science; Engineering","authors":[{"name":"Elly Dijk","is_ca":false},{"name":"Chris Baars","is_ca":false},{"name":"Arjan Hogenaar","is_ca":false},{"name":"Marga van Meel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0046695675093581,"gpt":0.1674884219322608,"spread":0.1628188544229027,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007417457,0.001092838,0.001629071,0.008869083,0.001440522,0.01294263,0.003495605,0.002640818,0.1305283],"category_scores_gemma":[0.02233219,0.00120699,0.0007668431,0.01827454,0.001519646,0.01106981,0.008625372,0.002310076,0.09482457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004119494,"about_ca_system_score_gemma":0.01210235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0161391,"about_ca_topic_score_gemma":0.01015739,"domain_scores_codex":[0.9954189,0.0009292797,0.0006905537,0.0005160017,0.002037564,0.0004077207],"domain_scores_gemma":[0.9903648,0.002741316,0.0009279482,0.002097633,0.001860523,0.00200776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002565398,0.00007446546,0.00060729,0.001830376,0.00005127913,0.0006796196,0.002139369,0.0006714239,0.004733001,0.1373198,0.6862515,0.1653854],"study_design_scores_gemma":[0.00003528308,0.000006562402,0.0002346307,0.0001079153,0.000005992506,0.00007245565,0.000227993,0.0005369806,0.0005724825,0.008760989,0.9894198,0.00001885889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007063707,0.007361966,0.1212799,0.01211449,0.002248408,0.001192941,0.1798575,0.0530249,0.6158562],"genre_scores_gemma":[0.06032971,0.0119034,0.1466955,0.002982067,0.0009430589,0.003166392,0.4646763,0.03301882,0.2762847],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9870574,"threshold_uncertainty_score":0.4366605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2125598691","doi":"","title":"The Role of Academic Libraries in Building Open Communities of Scholars","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; Simon Fraser University","funders":"","keywords":"Publishing; Suite; Scholarly communication; Service (business); Library science; Electronic publishing; World Wide Web; Sociology; Computer science; Public relations; Political science; Business; The Internet","authors":[{"name":"Kevin Stranack","is_ca":true},{"name":"Gwen Bird","is_ca":true},{"name":"Rea Devakos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04481592268338942,"gpt":0.2356920933360445,"spread":0.1908761706526551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.05414375,0.0006467816,0.000742538,0.009789403,0.04374622,0.06384291,0.005176917,0.006563997,0.01479582],"category_scores_gemma":[0.07256792,0.001089831,0.0008823953,0.008082051,0.03231299,0.04677022,0.05549013,0.004763871,0.004998225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009924632,"about_ca_system_score_gemma":0.02740891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004224326,"about_ca_topic_score_gemma":0.006126441,"domain_scores_codex":[0.9353208,0.0495324,0.001830728,0.002235526,0.006689186,0.004391417],"domain_scores_gemma":[0.8924391,0.05275431,0.00708541,0.01230304,0.01022118,0.025197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001707433,0.0003644975,0.007464592,0.0006772483,0.00004482705,0.001345783,0.2778916,0.0009306892,0.0007168253,0.5032463,0.01748197,0.1896649],"study_design_scores_gemma":[0.00009872256,0.000191674,0.002301522,0.0007101364,0.00005616888,0.0008220852,0.219074,0.001761103,0.001325981,0.275741,0.4977888,0.000128808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2115748,0.01386196,0.06943414,0.09556352,0.00141374,0.0007782941,0.000116212,0.00235723,0.6049001],"genre_scores_gemma":[0.9304112,0.002680039,0.02309232,0.003387434,0.0006405758,0.000425152,0.00006555493,0.0003407987,0.03895697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9361571,"threshold_uncertainty_score":0.2863429,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2120346313","doi":"","title":"Issues and challenges to development of institutional repositories in academic and research institutions in Nigeria","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Promotion (chess); Institutional repository; Scholarly communication; Computer science; Open research; World Wide Web; Public relations; Knowledge management; Institutional research; Political science; Library science; Higher education; Publishing","authors":[{"name":"Gideon Christian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7150055971970769,"gpt":0.5527936526054816,"spread":0.1622119445915953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.07923036,0.0004257531,0.0008229492,0.008479793,0.01484905,0.03791155,0.0065174,0.005761418,0.01246198],"category_scores_gemma":[0.1470646,0.001081652,0.0008203576,0.009792015,0.008895739,0.0323672,0.018945,0.003666392,0.001882717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01531291,"about_ca_system_score_gemma":0.08251141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02160242,"about_ca_topic_score_gemma":0.02894101,"domain_scores_codex":[0.946517,0.03234426,0.005477593,0.002046286,0.006243018,0.007371874],"domain_scores_gemma":[0.7660035,0.08050285,0.03478563,0.01553761,0.05507369,0.04809676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003546343,0.001075195,0.1737792,0.00241688,0.0001220912,0.003016199,0.03754964,0.002372694,0.0007326886,0.3289803,0.04415967,0.4054409],"study_design_scores_gemma":[0.0002744517,0.0007960229,0.1199573,0.01145043,0.0002335478,0.004439597,0.3428751,0.006753901,0.002192543,0.06642309,0.4442025,0.0004015719],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4397819,0.0231175,0.0203532,0.3967937,0.001439044,0.002377363,0.0006731132,0.001007313,0.1144569],"genre_scores_gemma":[0.950465,0.005951199,0.02476822,0.004149332,0.0002958001,0.0005194697,0.0003001979,0.0001270455,0.01342372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9620885,"threshold_uncertainty_score":0.4190152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2122775846","doi":"","title":"The IDRC Digital Library: An Open Access Institutional Repository Disseminating the Research Results of Developing World Researchers","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"DSPACE; Digitization; Digital library; Scholarly communication; Dissemination; Bridging (networking); Library science; Developing country; World Wide Web; Computer science; Political science; Telecommunications; Computer security","authors":[{"name":"Barbara Porrett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3029603903904738,"gpt":0.3757943803780474,"spread":0.07283398998757357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01092448,0.0013434,0.002355725,0.01939941,0.003622869,0.02880612,0.003769306,0.003111729,0.2670619],"category_scores_gemma":[0.05987189,0.001165092,0.0006565615,0.0416847,0.003881588,0.009686661,0.007196744,0.003024154,0.1595605],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004956548,"about_ca_system_score_gemma":0.03930262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004356258,"about_ca_topic_score_gemma":0.006037289,"domain_scores_codex":[0.9934383,0.0009018272,0.0009766945,0.0006773345,0.00351742,0.0004884481],"domain_scores_gemma":[0.9563718,0.01152614,0.004290137,0.01233262,0.01008113,0.005398144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004323812,0.00007982593,0.0006397589,0.00125405,0.00002014969,0.0001719901,0.000478029,0.0002019013,0.0006553352,0.02766922,0.7437248,0.2250616],"study_design_scores_gemma":[0.0000210356,0.00001366355,0.0006205187,0.0006070477,0.00001086976,0.00008910205,0.0002400409,0.0001698033,0.0005112981,0.002882675,0.9948038,0.00003010355],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002557153,0.01032293,0.02524882,0.01574362,0.007857705,0.002244737,0.09671132,0.02776822,0.8115456],"genre_scores_gemma":[0.03097201,0.03863666,0.1398381,0.003486156,0.004041777,0.002113833,0.09584174,0.01832188,0.6667478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9962307,"threshold_uncertainty_score":0.893411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1540413533","doi":"","title":"ELECTRONIC MEDIA IN A GLOBAL EDUCATION CONTEXT: PRACTICES AND ISSUES FROM A TORONTO, CANADA PERSPECTIVE","year":2000,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Context (archaeology); Sociology; Public relations; Media studies; Computer science; Political science; Geography; Artificial intelligence","authors":[{"name":"Julia Balaisis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0137753454218076,"gpt":0.3361381373562835,"spread":0.3223627919344759,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002019893,0.0005174408,0.0002658305,0.003601575,0.01923326,0.01733651,0.001224199,0.00154098,0.00940998],"category_scores_gemma":[0.003338063,0.0003353797,0.0002388328,0.01038942,0.01603231,0.004853344,0.004173335,0.002446431,0.0004454572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1283325,"about_ca_system_score_gemma":0.1194625,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9898638,"about_ca_topic_score_gemma":0.9968874,"domain_scores_codex":[0.9976134,0.0005407466,0.00009218814,0.0002079623,0.000532052,0.001013597],"domain_scores_gemma":[0.9952474,0.001281213,0.0003710906,0.0001420518,0.001247277,0.001710932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008167389,0.00007953434,0.05712977,0.001143671,0.00003214566,0.004844029,0.4816422,0.0009893514,0.001380903,0.2684244,0.05371805,0.1305343],"study_design_scores_gemma":[0.000007853575,0.00003251871,0.05892079,0.0009644263,0.00003211483,0.0004682099,0.6236938,0.000217662,0.0003451445,0.004378082,0.3108788,0.00006039336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3091188,0.03665165,0.00130781,0.1557592,0.0005530493,0.00008282297,0.0007956767,0.0001070867,0.4956239],"genre_scores_gemma":[0.9310063,0.02472505,0.0008965104,0.0044846,0.0001528146,0.00003059995,0.0001481033,0.00004544251,0.03851051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1283325,"threshold_uncertainty_score":0.9311219,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1487539905","doi":"","title":"Open journal systems: working with different editorial and economic models","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Session (web analytics); Workflow; Visibility; Computer science; Publishing; World Wide Web; Process (computing); Learning Management; Library science; Software; Political science","authors":[{"name":"Kevin Stranack","is_ca":true},{"name":"John Willinsky","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02792020830317811,"gpt":0.1803397511715478,"spread":0.1524195428683697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.09576244,0.001516896,0.001710404,0.009129527,0.01038057,0.05077136,0.004573157,0.01126744,0.04656559],"category_scores_gemma":[0.2581555,0.002415999,0.002359303,0.007916761,0.01279184,0.06448707,0.009783358,0.008623959,0.009831541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01157058,"about_ca_system_score_gemma":0.01369865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003206905,"about_ca_topic_score_gemma":0.002872825,"domain_scores_codex":[0.9179742,0.05027692,0.004888609,0.005593569,0.01839279,0.002873889],"domain_scores_gemma":[0.7027273,0.2005312,0.01660323,0.03281048,0.02913672,0.01819123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001350051,0.0001554276,0.001719807,0.0003656531,0.0001120088,0.0001948863,0.002100367,0.005254382,0.0003345446,0.8809331,0.05470127,0.05399356],"study_design_scores_gemma":[0.0001160613,0.00006735486,0.0006255763,0.0003383516,0.00007457225,0.0002450312,0.001955301,0.01962527,0.0005614188,0.7895051,0.1867148,0.000171168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02562747,0.01333867,0.3862338,0.2314541,0.02015259,0.0007841032,0.0009695262,0.003124417,0.3183154],"genre_scores_gemma":[0.5532181,0.01939171,0.2326939,0.02631512,0.02225106,0.002147333,0.001360758,0.004181695,0.1384404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9954268,"threshold_uncertainty_score":0.5064462,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2143911282","doi":"","title":"The Inclusion of Open Access Journals in Academic Libraries: A Case Study of Bioline International","year":2007,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Digital library; Computer science; Free access; World Wide Web; Internet privacy; Political science; Library science; Public relations; Business; Psychology","authors":[{"name":"Jen Sweezie","is_ca":false},{"name":"Nadia Caidi","is_ca":false},{"name":"Leslie Chan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07155771194876802,"gpt":0.369923257098471,"spread":0.298365545149703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01056961,0.0005574036,0.0008410841,0.005402086,0.02554264,0.01081961,0.003328927,0.004019802,0.00357969],"category_scores_gemma":[0.03640816,0.0008328779,0.0005788477,0.01136061,0.006860249,0.005732344,0.007935767,0.003108126,0.0008952509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01685822,"about_ca_system_score_gemma":0.01567642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07131585,"about_ca_topic_score_gemma":0.161315,"domain_scores_codex":[0.9825418,0.01074569,0.0008549293,0.0007080499,0.002741602,0.002407877],"domain_scores_gemma":[0.9630263,0.01730724,0.00552742,0.00171847,0.004192546,0.008227974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001693699,0.001130374,0.04630464,0.0004518368,0.00003098447,0.02790284,0.8719356,0.0001297083,0.0006980498,0.004397805,0.004351042,0.04249772],"study_design_scores_gemma":[0.00002069299,0.0003511529,0.01898161,0.0002627824,0.00005327798,0.01023181,0.9165674,0.0001746086,0.001109299,0.0005155369,0.05165285,0.00007888398],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795314,0.00130213,0.0004957818,0.004969366,0.00004165593,0.000122757,0.00003923167,0.00003466104,0.0134629],"genre_scores_gemma":[0.9871782,0.002755225,0.001192816,0.001852963,0.0000753985,0.0001137084,0.00003777899,0.00003599434,0.006757895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9966711,"threshold_uncertainty_score":0.1418015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2152804921","doi":"","title":"Synergies, OJS, and the Ontario Scholars Portal","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; Simon Fraser University; Université de Montréal","funders":"","keywords":"Context (archaeology); Digital scholarship; Digital library; Resource (disambiguation); World Wide Web; Scholarship; Computer science; Publishing; Scholarly communication; Knowledge management; Library science; Political science; Geography","authors":[{"name":"Michael Eberle‐Sinatra","is_ca":true},{"name":"Lynn Copeland","is_ca":true},{"name":"Rea Devakos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02448621815830494,"gpt":0.1663695324639386,"spread":0.1418833143056337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003664744,0.0003059641,0.0003242089,0.004422502,0.01025027,0.01093226,0.001373788,0.001315776,0.03005347],"category_scores_gemma":[0.009299121,0.0005761563,0.0002978707,0.01177718,0.006537125,0.006591211,0.009572396,0.0009742202,0.003892299],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05571553,"about_ca_system_score_gemma":0.160861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9036384,"about_ca_topic_score_gemma":0.9498725,"domain_scores_codex":[0.9947404,0.0006773522,0.0001622733,0.0003441042,0.002962613,0.001113256],"domain_scores_gemma":[0.9912492,0.001067386,0.0006469854,0.001104925,0.002177466,0.003754087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001917217,0.00006631274,0.01155512,0.0005097836,0.00002270995,0.0006415858,0.01420286,0.0006189144,0.0008336314,0.5449523,0.2261157,0.2002894],"study_design_scores_gemma":[0.00002391301,0.00001125597,0.005721973,0.00009420339,0.00000747774,0.00006819137,0.004787813,0.0003023578,0.0002378674,0.01282737,0.9758951,0.00002250251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03713171,0.003750814,0.006068481,0.03100695,0.0003433127,0.0002568075,0.003814982,0.001884894,0.915742],"genre_scores_gemma":[0.5045548,0.008446044,0.02053285,0.002744643,0.0003189796,0.0003825008,0.004410384,0.0008590483,0.4577508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9890677,"threshold_uncertainty_score":0.4042464,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W78765598","doi":"","title":"Boost your capacity to manage Dspace","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"DSPACE; Computer science","authors":[{"name":"Wayne Johnston","is_ca":false},{"name":"Rea Devakos","is_ca":true},{"name":"P. A. Thießen","is_ca":false},{"name":"Gabriela Mircea","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04407257707532612,"gpt":0.2416501235600289,"spread":0.1975775464847028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005279032,0.0006610696,0.0004304752,0.002158977,0.003223883,0.009071088,0.002997142,0.001583166,0.2112618],"category_scores_gemma":[0.01973644,0.0004663414,0.0006251807,0.001852797,0.001193981,0.01654623,0.01413306,0.00381366,0.09451638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001334804,"about_ca_system_score_gemma":0.003793025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002270438,"about_ca_topic_score_gemma":0.003661156,"domain_scores_codex":[0.9959118,0.0005850909,0.0001538203,0.0004456716,0.002284439,0.0006191203],"domain_scores_gemma":[0.979811,0.001603323,0.0007635924,0.003273773,0.005653739,0.00889466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009526847,0.0001793111,0.001811799,0.0001816992,0.0000129979,0.000184515,0.00300746,0.0002190336,0.00143191,0.02105177,0.696457,0.2753672],"study_design_scores_gemma":[0.00001428508,0.00004284381,0.0007136774,0.00007878041,0.000004694958,0.0001919958,0.00151122,0.0003290754,0.0005982125,0.005821017,0.9906736,0.00002062996],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03590167,0.003358767,0.0628477,0.1044682,0.007710447,0.000411437,0.00181131,0.01433023,0.7691603],"genre_scores_gemma":[0.1212516,0.003576034,0.05795468,0.008577992,0.003193252,0.0002496392,0.004515308,0.005145765,0.7955357],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2112618,"threshold_uncertainty_score":0.7067412,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7018890388","doi":"","title":"ELPUB2010. Publishing in the networked world: Transforming the Nature of Communication, 14th International Conference on Electronic Publishing","year":2010,"lang":"en","type":"other","venue":"Elpub digital library","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Electronic publishing; Scholarly communication; Scientific publishing; Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02164135137567335,"gpt":0.2271539383695839,"spread":0.2055125869939105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004495024,0.001208405,0.001140796,0.002834338,0.002352212,0.01909172,0.002527789,0.00416128,0.1736418],"category_scores_gemma":[0.008530986,0.000683477,0.0007154465,0.005537094,0.001623207,0.0171179,0.003301222,0.004643305,0.1444694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005406849,"about_ca_system_score_gemma":0.007091837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006261034,"about_ca_topic_score_gemma":0.007368336,"domain_scores_codex":[0.996798,0.0003469084,0.0002205019,0.0004483135,0.001845717,0.0003405797],"domain_scores_gemma":[0.9928609,0.001280254,0.0004179724,0.0006795727,0.002722725,0.002038717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000268278,0.00002410091,0.00009767043,0.0002221285,0.000003500138,0.00002945862,0.00005936804,0.00006588612,0.0001496125,0.009073639,0.9390511,0.05119692],"study_design_scores_gemma":[0.000003065824,0.000008204248,0.0003041902,0.0001466262,0.000002002629,0.00004698178,0.00008531554,0.0001128953,0.0001362432,0.001628596,0.9975188,0.000007269851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002105437,0.0999069,0.008190201,0.08925275,0.08659269,0.0002799571,0.007726301,0.004342753,0.7016031],"genre_scores_gemma":[0.005135014,0.03357027,0.002729279,0.006001689,0.006788006,0.0001076509,0.004851387,0.001397738,0.939419],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9809083,"threshold_uncertainty_score":0.5808897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6994263383","doi":"","title":"INTRODUCTION","year":2005,"lang":"en","type":"other","venue":"Elpub digital library","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Software deployment; Service (business); Plan (archaeology); Resource (disambiguation); Strategic planning; Key (lock); Digital preservation","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02187386163070526,"gpt":0.2625216199378335,"spread":0.2406477583071283,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001765107,0.0007789358,0.0005462809,0.001621603,0.002902511,0.008472639,0.002198782,0.002997801,0.5213668],"category_scores_gemma":[0.006636154,0.0003087272,0.0007153943,0.002019634,0.001090553,0.005664351,0.004343469,0.00228937,0.329091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002803845,"about_ca_system_score_gemma":0.004010166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004842173,"about_ca_topic_score_gemma":0.005800687,"domain_scores_codex":[0.9977171,0.0002731786,0.000129801,0.0005140173,0.001075236,0.0002907211],"domain_scores_gemma":[0.9969014,0.0003620044,0.0001229854,0.0004796237,0.001422905,0.0007111146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005200835,0.00006706808,0.0008782484,0.000188836,0.000005602313,0.0001558017,0.0007402918,0.0001119102,0.0003129445,0.04930706,0.7788573,0.169323],"study_design_scores_gemma":[0.000002464296,0.000009249174,0.0002716979,0.00007001382,0.00000129124,0.00008254909,0.0001939424,0.00002228537,0.00005781919,0.002677656,0.9966073,0.000003778913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001572011,0.002077212,0.004960038,0.01284573,0.005824583,0.0002256398,0.003513462,0.001250132,0.9677312],"genre_scores_gemma":[0.009811174,0.002105239,0.003483949,0.004851079,0.001179164,0.0001763142,0.003590757,0.0004365794,0.9743658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4786332,"threshold_uncertainty_score":0.6827121,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7017916028","doi":"","title":"Connecting the Knowledge Commons: From Projects to Sustainable Infrastructure","year":2018,"lang":"en","type":"other","venue":"Elpub digital library","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Presentation (obstetrics); Sustainability; Theme (computing); Corporate governance; Commons; Sustainable development","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01326194860204771,"gpt":0.2235059791526699,"spread":0.2102440305506222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006491735,0.0004013681,0.0003149294,0.001415236,0.006693101,0.02392861,0.002095042,0.004876674,0.03941002],"category_scores_gemma":[0.01651222,0.0004424557,0.0003952365,0.00318643,0.01765743,0.02618342,0.01943539,0.00443087,0.008688552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009015042,"about_ca_system_score_gemma":0.01740585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008257688,"about_ca_topic_score_gemma":0.01528327,"domain_scores_codex":[0.9925557,0.003910588,0.0001878323,0.0005238389,0.001984658,0.0008375554],"domain_scores_gemma":[0.990423,0.004282449,0.0005390927,0.001128022,0.001102885,0.002524582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004864471,0.00004804278,0.001156361,0.0004037689,0.000011127,0.0004133193,0.02001783,0.0006995005,0.0002367589,0.5628536,0.2501329,0.1639781],"study_design_scores_gemma":[0.000007244229,0.00001683627,0.0006096513,0.0006394288,0.00000420005,0.00008881874,0.01725104,0.0002039616,0.0003012705,0.1052226,0.8756417,0.00001323696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01380263,0.01062547,0.02224792,0.3311116,0.003635165,0.000148603,0.0003087322,0.0006483921,0.6174715],"genre_scores_gemma":[0.5767197,0.03179771,0.02321077,0.02980177,0.002170681,0.0006380056,0.0006798285,0.001493538,0.333488],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03941002,"threshold_uncertainty_score":0.1318397,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7036827764","doi":"","title":"Connecting Readers with Open Access Resources: The CUFTS Free! Open Access Collections Group","year":2009,"lang":"en","type":"other","venue":"Elpub digital library","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Metadata; Directory; Suite; Dissemination; Free access; Download; Open access publishing; Digital library","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04666607055086626,"gpt":0.3140999652273604,"spread":0.2674338946764941,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.04002837,0.002129183,0.001649072,0.01168975,0.01912175,0.03486503,0.01044463,0.01674999,0.1773848],"category_scores_gemma":[0.05214779,0.001889459,0.00173806,0.009895629,0.007194152,0.0315585,0.03777472,0.009933853,0.1295732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009695155,"about_ca_system_score_gemma":0.0731066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05603937,"about_ca_topic_score_gemma":0.06844536,"domain_scores_codex":[0.9701841,0.003632622,0.001605625,0.004315689,0.0159779,0.004284001],"domain_scores_gemma":[0.8423085,0.01262666,0.003976729,0.02499065,0.04068803,0.07540939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002694107,0.00008546453,0.0003626941,0.0000765547,0.000005320562,0.0001046647,0.0006459208,0.00003237665,0.000403832,0.005373605,0.9279797,0.06490283],"study_design_scores_gemma":[0.000008678445,0.0000183735,0.0003222677,0.00006278766,0.000003176513,0.00004142,0.0003084039,0.00008225097,0.0001599338,0.0007301574,0.9982418,0.00002068885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007436383,0.007157466,0.03295643,0.3546502,0.03722484,0.003494437,0.003256844,0.03308336,0.5207402],"genre_scores_gemma":[0.01147508,0.005432354,0.04127282,0.04080866,0.01724865,0.002078267,0.01083587,0.00906894,0.8617794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9895554,"threshold_uncertainty_score":0.5934113,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["scholarly_communication","open_science"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"software","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W7030425112","doi":"","title":"MULTIMEDIA CD-ROM AS A MEDIUM FOR MANUSCRIPT PRESERVATION AND DISSEMINATION: THE DESIGN AND DEVELOPMENT OF &amp;amp;quot;TREASURES OF ISLAM&amp;amp;quot;","year":2000,"lang":"en","type":"other","venue":"Elpub digital library","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Selection (genetic algorithm); Interface (matter); User interface; Work (physics); Electronic publishing","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06733662681942268,"gpt":0.2454335315139116,"spread":0.1780969046944889,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007536455,0.000478585,0.000192979,0.001229716,0.001009993,0.005172854,0.0009855753,0.0006782813,0.01295333],"category_scores_gemma":[0.01021569,0.0002434224,0.0002269776,0.000995549,0.001530078,0.002673566,0.001475179,0.000470296,0.002506481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000727827,"about_ca_system_score_gemma":0.001008159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002812795,"about_ca_topic_score_gemma":0.0004555267,"domain_scores_codex":[0.9968368,0.001744918,0.0001503891,0.0002652009,0.0009030063,0.00009962198],"domain_scores_gemma":[0.9954787,0.002290429,0.0002091484,0.0005905605,0.001063954,0.0003672038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003535642,0.000249941,0.001228828,0.0006618297,0.00002074285,0.0004024868,0.009094884,0.0006606095,0.02992441,0.02843096,0.01471384,0.914258],"study_design_scores_gemma":[0.0003215037,0.002392812,0.009281662,0.0006330002,0.0001993929,0.002540256,0.009811119,0.01749643,0.1136982,0.01584754,0.8276325,0.0001454983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2315893,0.003104504,0.5453846,0.003815525,0.001106804,0.00512379,0.0003140989,0.002984917,0.2065763],"genre_scores_gemma":[0.3450651,0.002267136,0.5065176,0.0006645882,0.000336117,0.002352023,0.0002654915,0.001132872,0.1413991],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9948272,"threshold_uncertainty_score":0.04333323,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7058526959","doi":"","title":"Mining the Digital Information Networks, 17th International Conference on Electronic Publishing","year":2013,"lang":"en","type":"other","venue":"Elpub digital library","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Electronic publishing; Theme (computing); Digital library; Reuse; Big data; Process (computing); Metadata; Scholarly communication","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.008711749336595912,"gpt":0.2056715843041491,"spread":0.1969598349675532,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009376787,0.001263901,0.001657527,0.01025255,0.002222915,0.01847348,0.002208118,0.002837886,0.03164605],"category_scores_gemma":[0.02948147,0.001082262,0.001718089,0.01385714,0.003253221,0.02024926,0.003990318,0.00351363,0.01083097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004134086,"about_ca_system_score_gemma":0.005001456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004294871,"about_ca_topic_score_gemma":0.004458049,"domain_scores_codex":[0.9917331,0.002114621,0.001063438,0.001731104,0.002957192,0.000400507],"domain_scores_gemma":[0.9856177,0.006073603,0.0008267433,0.002987072,0.003248319,0.001246681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009854729,0.0001268367,0.002936488,0.0008990079,0.0001430474,0.0001972263,0.0004305329,0.00270253,0.0006638035,0.1006667,0.3921766,0.4989588],"study_design_scores_gemma":[0.00001209042,0.0000442566,0.003580353,0.001030275,0.00004998032,0.0003107189,0.0005443525,0.005807492,0.0008839906,0.08210635,0.9055812,0.00004886781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01826942,0.350089,0.1980387,0.1148131,0.05582247,0.001045267,0.01570135,0.005678694,0.240542],"genre_scores_gemma":[0.1485664,0.2640448,0.245392,0.006924602,0.02084375,0.001266929,0.03544279,0.00273413,0.2747846],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03164605,"threshold_uncertainty_score":0.1058666,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7009452050","doi":"","title":"Electronic Journal Publishing System - SEER","year":2004,"lang":"en","type":"other","venue":"Elpub digital library","topic":"Information Science and Libraries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Personalization; Electronic publishing; Publishing; Work (physics); Portuguese; Digital library","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.005855345804897569,"gpt":0.1710311534307134,"spread":0.1651758076258158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004675793,0.0007189161,0.0008413053,0.004565769,0.001483615,0.006626181,0.002075238,0.001515897,0.09954725],"category_scores_gemma":[0.01360837,0.0004962977,0.0006542646,0.005951766,0.0006971598,0.005515799,0.003641586,0.001097457,0.1068663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001157666,"about_ca_system_score_gemma":0.002695361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622668,"about_ca_topic_score_gemma":0.001432313,"domain_scores_codex":[0.9949366,0.001092257,0.0006508555,0.0008969047,0.002129777,0.0002935681],"domain_scores_gemma":[0.9853358,0.002637713,0.0009997357,0.006194676,0.003445053,0.001387059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005357142,0.0003798158,0.002333918,0.0008257526,0.00006265705,0.0004224415,0.0008857179,0.0009575464,0.007997781,0.03990068,0.4096108,0.5360872],"study_design_scores_gemma":[0.0001314727,0.0001034394,0.00259028,0.00008176448,0.00002903976,0.0005172576,0.0001301799,0.002430938,0.00505213,0.005085062,0.9837751,0.0000733346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.01744403,0.001864279,0.09840727,0.002837866,0.001796385,0.002223403,0.03712965,0.1894158,0.6488814],"genre_scores_gemma":[0.1294384,0.003025098,0.13604,0.002499916,0.001986111,0.001956969,0.07728411,0.02622957,0.6215397],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.09954725,"threshold_uncertainty_score":0.3330187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2579717936","doi":"","title":"Symposium on the Institutionalisation of Openness in Universities.","year":2009,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Institutionalisation; Openness to experience; Political science; Psychology; Social psychology; Law","authors":[{"name":"Leslie Chan","is_ca":true},{"name":"Gale Moore","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01171731268234563,"gpt":0.208570613458197,"spread":0.1968533007758514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.00290852,0.0006600406,0.0004428666,0.001122991,0.004806821,0.0087801,0.001311435,0.007868367,0.03110599],"category_scores_gemma":[0.002894507,0.0003731487,0.0008208718,0.001406878,0.004214115,0.00807499,0.00759797,0.00707175,0.008065027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00544366,"about_ca_system_score_gemma":0.006630926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005250741,"about_ca_topic_score_gemma":0.009318813,"domain_scores_codex":[0.9984745,0.0004464451,0.00007777297,0.0002662997,0.0003613426,0.0003735733],"domain_scores_gemma":[0.9982265,0.0003801002,0.000117822,0.0001755564,0.00030594,0.0007941411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006692884,0.00005125464,0.0005183548,0.0002805002,0.00001063845,0.0002722747,0.003201714,0.0001585285,0.0005397632,0.3026399,0.6375929,0.05466723],"study_design_scores_gemma":[0.000003324331,0.000008924967,0.0003986859,0.0002280913,0.000002867221,0.00005229321,0.0005807161,0.00003824347,0.00009291856,0.01458972,0.9839987,0.000005504604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004209491,0.1300448,0.002197605,0.362033,0.04732325,0.0000488779,0.0004540741,0.0001298027,0.453559],"genre_scores_gemma":[0.1440328,0.07070085,0.002351409,0.05118689,0.03480264,0.0001626155,0.0004776449,0.0002539494,0.6960312],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9986886,"threshold_uncertainty_score":0.1040599,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2572225987","doi":"","title":"Usage Data of an OpenAccess e-Journal in a Digital Repository.","year":2013,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Digital library","authors":[{"name":"Teresa S. Welsh","is_ca":false},{"name":"Stacy Creel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02710127583266593,"gpt":0.2435528711354413,"spread":0.2164515953027754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003775783,0.0006241778,0.0006676812,0.02470421,0.001583446,0.006467321,0.0007694216,0.0008761787,0.05805979],"category_scores_gemma":[0.03999574,0.0003059895,0.000579239,0.03511697,0.0006134968,0.005855185,0.001914099,0.001322966,0.07063005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008768832,"about_ca_system_score_gemma":0.00189481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003324521,"about_ca_topic_score_gemma":0.006269498,"domain_scores_codex":[0.9930132,0.0008473356,0.001498715,0.0006780684,0.003469023,0.0004935989],"domain_scores_gemma":[0.8963429,0.03540752,0.01361044,0.008778683,0.03801646,0.007843963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008706518,0.0005732992,0.1236812,0.004045066,0.0001354571,0.0004449648,0.001858039,0.0003223369,0.002361621,0.004471244,0.6772911,0.183945],"study_design_scores_gemma":[0.00004679706,0.0002669216,0.266591,0.000901236,0.00008732193,0.001000187,0.002407704,0.0008122193,0.002375423,0.001160309,0.724224,0.0001269214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.09476103,0.003634396,0.001570371,0.001538528,0.001141698,0.0003981023,0.7514729,0.00354612,0.1419368],"genre_scores_gemma":[0.1662994,0.00356753,0.007794085,0.001214486,0.001018026,0.000834847,0.742235,0.001786761,0.07524997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9935327,"threshold_uncertainty_score":0.1942293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2150271140","doi":"","title":"Interpretive collaborative review: enabling multi-perspectival dialogues to generate collaborative assignments of relevance to information resources in a dedicated problem domain","year":2008,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Relevance (law); Context (archaeology); Deliberation; Computer science; Process (computing); Task (project management); Online discussion; Knowledge management; Meaning (existential); Data science; Psychology; World Wide Web; Engineering","authors":[{"name":"Peter Pennefather","is_ca":true},{"name":"Peter Jones","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01635713746176052,"gpt":0.2619642982603264,"spread":0.2456071607985659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06404519,0.001908499,0.001493477,0.005772362,0.004653166,0.01600602,0.005379054,0.004109477,0.007585234],"category_scores_gemma":[0.1339463,0.001398794,0.002327442,0.003432045,0.00908605,0.01278364,0.02123986,0.003316389,0.00201938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00292137,"about_ca_system_score_gemma":0.008445847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001409698,"about_ca_topic_score_gemma":0.003000793,"domain_scores_codex":[0.8878553,0.09267176,0.00313667,0.006131219,0.008618232,0.001586707],"domain_scores_gemma":[0.8396351,0.1293403,0.00645752,0.01479581,0.006773218,0.002997953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005753717,0.0005272707,0.00359775,0.002949378,0.0002614534,0.002289922,0.2254529,0.01443697,0.02592798,0.2815838,0.01197494,0.4304224],"study_design_scores_gemma":[0.0005704784,0.0007986776,0.002951999,0.002442872,0.0004204728,0.001631789,0.05101165,0.106455,0.02520729,0.449077,0.3588834,0.00054943],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01660855,0.0006524753,0.9596564,0.002260766,0.0002373496,0.001316524,0.00008910701,0.001399616,0.01777916],"genre_scores_gemma":[0.1416143,0.0006599104,0.8497708,0.0004554896,0.0001802478,0.001790281,0.0002612993,0.0003584769,0.004909204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06404519,"threshold_uncertainty_score":0.3387074,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2102967639","doi":"","title":"Building a Federated, Online Social Sciences and Humanities Database of Journals and Research Communication: A Canadian Initiative.","year":2003,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Digital humanities; Computer science; Library science; World Wide Web; Data science; Political science; Database; Humanities; Art","authors":[{"name":"Rowland Lorimer","is_ca":false},{"name":"Richard Smith","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2797942760365428,"gpt":0.3449758704579221,"spread":0.06518159442137933,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02053205,0.0007344955,0.001013169,0.02521081,0.0113172,0.01308051,0.005781477,0.001445681,0.01227318],"category_scores_gemma":[0.04406621,0.0008559027,0.0007309226,0.03371061,0.00208885,0.01105294,0.008386062,0.001583545,0.006029514],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04553102,"about_ca_system_score_gemma":0.2452046,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9416673,"about_ca_topic_score_gemma":0.9474332,"domain_scores_codex":[0.9868599,0.00169659,0.00140016,0.001769946,0.006959893,0.001313503],"domain_scores_gemma":[0.9117964,0.005899611,0.003749646,0.008288641,0.05409616,0.01616945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003438169,0.000360996,0.03400509,0.001563002,0.0001458693,0.0005970527,0.007948016,0.001390044,0.007409319,0.040089,0.3879496,0.5181982],"study_design_scores_gemma":[0.00006075079,0.00006050201,0.03844962,0.0004338102,0.0001176682,0.0002074922,0.00468572,0.003741,0.004077849,0.002827707,0.9451917,0.0001460422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1338506,0.01461969,0.1292255,0.0526704,0.002005935,0.01207428,0.435459,0.01982409,0.2002705],"genre_scores_gemma":[0.1886385,0.007450947,0.3702342,0.003501015,0.0003911255,0.002397748,0.3366746,0.002402106,0.0883097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9942185,"threshold_uncertainty_score":0.3303522,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2572174106","doi":"","title":"Rethinking Electronic Publishing : ELPUB 2009 (Preface).","year":2009,"lang":"en","type":"article","venue":"Elpub digital library","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Computer science; Electronic publishing; World Wide Web; Library science; The Internet; Art; Literature","authors":[{"name":"Susanna Mornati","is_ca":false},{"name":"Turid Hedlund","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01004500245290159,"gpt":0.1809276858037639,"spread":0.1708826833508623,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002630364,0.0007690123,0.00040986,0.001739542,0.002150093,0.01177038,0.001470282,0.00307698,0.09900551],"category_scores_gemma":[0.005653954,0.000343864,0.0004178191,0.002546924,0.001195805,0.007436664,0.003271919,0.004374699,0.04520771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004183841,"about_ca_system_score_gemma":0.002848638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00370801,"about_ca_topic_score_gemma":0.009687415,"domain_scores_codex":[0.9983365,0.0002313208,0.0001142712,0.0002107617,0.0009520274,0.0001552801],"domain_scores_gemma":[0.9963459,0.0009723039,0.0002196331,0.0002689318,0.001222576,0.0009706574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001735615,0.00002063844,0.00007433852,0.000137472,0.000001543474,0.00005621935,0.0001280157,0.00005686735,0.00009716853,0.004700079,0.9308567,0.06385349],"study_design_scores_gemma":[0.000002238136,0.000007425722,0.0003244476,0.0002090881,9.084785e-7,0.00006376571,0.0001379461,0.00003567312,0.0001104079,0.001140982,0.9979609,0.000006152008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002994726,0.1028922,0.006929778,0.1547211,0.2167587,0.0002790105,0.00215168,0.002025743,0.5112472],"genre_scores_gemma":[0.01434491,0.03859886,0.003164437,0.01512842,0.03491397,0.0001301793,0.001667397,0.001483752,0.8905682],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9882296,"threshold_uncertainty_score":0.3312064,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}