{"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":"8ac3373a9193","filters":{"venue":"Publications"}},"results":[{"id":"W2943934175","doi":"10.3390/publications7020034","title":"Ten Hot Topics around Scholarly Publishing","year":2019,"lang":"en","type":"article","venue":"Publications","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":137,"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":"Misinformation; Legitimacy; Publishing; Scholarly communication; Rhetoric; Order (exchange); Public relations; Political science; Function (biology); Media studies; Sociology; Internet privacy; Computer science; Law; Business; Politics","authors":[{"name":"Jonathan Tennant","is_ca":false},{"name":"Harry Crane","is_ca":false},{"name":"Tom Crick","is_ca":false},{"name":"Jacinto Dávila","is_ca":false},{"name":"Asura Enkhbayar","is_ca":true},{"name":"Jo Havemann","is_ca":false},{"name":"Bianca Kramer","is_ca":false},{"name":"Ryan A. Martin","is_ca":false},{"name":"Paola Masuzzo","is_ca":false},{"name":"Andy Nobes","is_ca":false},{"name":"Curt Rice","is_ca":false},{"name":"Bárbara Rivera-López","is_ca":false},{"name":"Tony Ross‐Hellauer","is_ca":false},{"name":"Susanne Sattler","is_ca":false},{"name":"Paul D. Thacker","is_ca":false},{"name":"Marc Vanholsbeeck","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1213120983319167,"gpt":0.3924458434346412,"spread":0.2711337451027245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.210439,0.0007078501,0.001755394,0.01114402,0.01490713,0.05775333,0.004220916,0.01375199,0.007777915],"category_scores_gemma":[0.3200197,0.000972134,0.0009588987,0.02806899,0.06093053,0.0400505,0.01930483,0.01555137,0.001056836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01787605,"about_ca_system_score_gemma":0.03365732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002722075,"about_ca_topic_score_gemma":0.003362711,"domain_scores_codex":[0.6684662,0.1990701,0.02120726,0.01301421,0.08813066,0.01011144],"domain_scores_gemma":[0.401865,0.4766124,0.04888557,0.01900512,0.03861525,0.01501665],"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":[0.000296281,0.0001354948,0.01198983,0.00460013,0.0000996436,0.0004032441,0.04739433,0.0004171397,0.0004481011,0.7734151,0.02908613,0.1317145],"study_design_scores_gemma":[0.00008012314,0.0001624828,0.01182604,0.01199257,0.00008045184,0.0004340919,0.09673604,0.0004657286,0.0005265155,0.5607951,0.3167469,0.000153974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06497066,0.1106938,0.008694973,0.7381257,0.007050115,0.0003211779,0.0003851698,0.000114062,0.06964434],"genre_scores_gemma":[0.7893578,0.07621612,0.01395867,0.1027014,0.01181786,0.0007388974,0.0005464658,0.0002420886,0.004420697],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9422467,"threshold_uncertainty_score":0.9736692,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2117743583","doi":"10.3390/publications3010001","title":"Open Access Article Processing Charges: DOAJ Survey May 2014","year":2015,"lang":"en","type":"article","venue":"Publications","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":93,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Directory; Publishing; Computer science; World Wide Web; Political science; Law","authors":[{"name":"Heather Morrison","is_ca":true},{"name":"Jihane Salhab","is_ca":true},{"name":"Alexis Calvé-Genest","is_ca":true},{"name":"Tony Horava","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9376723983932759,"gpt":0.7260669036513111,"spread":0.2116054947419648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics","open_science"],"consensus_categories":[],"category_scores_codex":[0.007104994,0.0003053961,0.0005101312,0.01566186,0.001008894,0.003649899,0.001390535,0.000785913,0.02530487],"category_scores_gemma":[0.05548191,0.0003237283,0.0005106241,0.03190039,0.0004673423,0.00305835,0.001652315,0.001051496,0.01520707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002848326,"about_ca_system_score_gemma":0.002843526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008217439,"about_ca_topic_score_gemma":0.009073121,"domain_scores_codex":[0.9823256,0.002079745,0.002940528,0.001082799,0.01071636,0.0008548581],"domain_scores_gemma":[0.8841235,0.02761462,0.04205838,0.002518188,0.03624041,0.007444852],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004611005,0.0002529076,0.4729408,0.001537154,0.0001454426,0.0001978161,0.0007764145,0.0002008299,0.0009078396,0.002627002,0.3749623,0.1449904],"study_design_scores_gemma":[0.00003360005,0.000115958,0.6944634,0.0002355971,0.00004591527,0.0005147352,0.0008368231,0.0002929063,0.0004990735,0.0003702008,0.3025301,0.00006164538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4233052,0.01194736,0.00277469,0.01463368,0.0009912726,0.0009202579,0.3759327,0.001153248,0.1683415],"genre_scores_gemma":[0.6639283,0.0160573,0.007410989,0.007178745,0.002676377,0.001293353,0.1847384,0.0008494937,0.1158671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986095,"threshold_uncertainty_score":0.08465326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2237944958","doi":"10.3390/publications4010001","title":"Scientific Production on Open Access: A Worldwide Bibliometric Analysis in the Academic and Scientific Context","year":2016,"lang":"en","type":"article","venue":"Publications","topic":"Scientific Research and Technology","field":"Computer Science","cited_by":70,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Division of Emerging Frontiers","keywords":"Context (archaeology); Data science; Scopus; Computer science; Bibliometrics; Visualization; Knowledge management; Production (economics); World Wide Web; Political science; Geography; Data mining","authors":[{"name":"Sandra Miguel","is_ca":false},{"name":"Ely Tannuri de Oliveira","is_ca":false},{"name":"María Cláudia Cabrini Grácio","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1551295076567649,"gpt":0.4191615048204991,"spread":0.2640319971637342,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics","open_science"],"consensus_categories":[],"category_scores_codex":[0.01214957,0.0008933992,0.001499587,0.1240563,0.001907994,0.0126565,0.0008406366,0.0008658799,0.00540111],"category_scores_gemma":[0.04610721,0.0002627078,0.00106319,0.1853711,0.002087936,0.009940144,0.007489479,0.0005847909,0.0008617287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002650714,"about_ca_system_score_gemma":0.002887947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205318,"about_ca_topic_score_gemma":0.001985294,"domain_scores_codex":[0.9730896,0.007487419,0.003386019,0.001496599,0.01351156,0.001028911],"domain_scores_gemma":[0.9642745,0.02040445,0.006095346,0.002214878,0.006146258,0.0008644589],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003086429,0.0002145409,0.2626796,0.007128245,0.001035234,0.001317022,0.02998609,0.003562524,0.004212746,0.08015396,0.01354314,0.5958583],"study_design_scores_gemma":[0.00005762936,0.0003429617,0.5804881,0.003814019,0.001268411,0.003179141,0.08357637,0.01093932,0.005456033,0.05713769,0.2534398,0.0003005144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7082804,0.03770618,0.02586497,0.003381432,0.0006867222,0.000777358,0.0122942,0.0004856081,0.2105231],"genre_scores_gemma":[0.9672349,0.01039134,0.01254754,0.0001121495,0.0006426017,0.0005296232,0.004439629,0.0001591303,0.003943041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9991593,"threshold_uncertainty_score":0.06425387,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2304049082","doi":"10.3390/publications4010006","title":"A Proposal for Critical-Pragmatic Pedagogical Approaches to English for Research Publication Purposes","year":2016,"lang":"en","type":"article","venue":"Publications","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":57,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"York University; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Operationalization; Publication; Process (computing); Scholarly communication; Computer science; Multilingualism; Sociology; Engineering ethics; Political science; Pedagogy; Publishing; Epistemology","authors":[{"name":"James Corcoran","is_ca":true},{"name":"Karen Englander","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.539219349805935,"gpt":0.4258840677321133,"spread":0.1133352820738217,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07100296,0.00151583,0.0008509208,0.004425148,0.01064804,0.02216455,0.006070288,0.01172929,0.008490938],"category_scores_gemma":[0.05302055,0.0009861826,0.001985239,0.003109029,0.06411617,0.02851065,0.01195989,0.01102084,0.002349558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01320185,"about_ca_system_score_gemma":0.03377196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003645305,"about_ca_topic_score_gemma":0.00419126,"domain_scores_codex":[0.9461573,0.04178889,0.001797378,0.003480241,0.004745583,0.002030561],"domain_scores_gemma":[0.9383729,0.04134179,0.003508901,0.0048918,0.006754741,0.005129834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001546768,0.00007646245,0.0001903759,0.000117832,0.000004373331,0.00009492974,0.02226151,0.0001174872,0.0001416921,0.9703704,0.001554735,0.005054703],"study_design_scores_gemma":[0.0001140263,0.00007021873,0.0002736188,0.000503484,0.00001890514,0.000156093,0.01976421,0.001236595,0.0003642141,0.8916851,0.08577402,0.00003959912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01766829,0.001867594,0.4660006,0.211792,0.002355973,0.003490035,0.0001645673,0.0004669328,0.2961939],"genre_scores_gemma":[0.547626,0.00123655,0.3978716,0.01888497,0.0008648083,0.008678023,0.0001201388,0.0002914883,0.02442648],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.07100296,"threshold_uncertainty_score":0.375504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2499832680","doi":"10.3390/publications4030024","title":"Academic Publishing: Making the Implicit Explicit","year":2016,"lang":"en","type":"article","venue":"Publications","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Publishing; Narrative; Negotiation; Context (archaeology); Sociology; Publication; Competence (human resources); Media studies; Psychology; Social science; Political science; Literature; History; Law; Social psychology","authors":[{"name":"Cecile Badenhorst","is_ca":true},{"name":"Xiaolin Xu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07331920222146128,"gpt":0.3178062081579517,"spread":0.2444870059364905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02623817,0.0005986671,0.000547485,0.002062768,0.01314513,0.02719651,0.002779879,0.006810798,0.004052706],"category_scores_gemma":[0.0705106,0.0008334316,0.0004179936,0.002269759,0.07692797,0.03961132,0.01850752,0.009933332,0.001115451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007055429,"about_ca_system_score_gemma":0.01147518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003690268,"about_ca_topic_score_gemma":0.003509327,"domain_scores_codex":[0.9586121,0.02780965,0.002092357,0.0025739,0.007572289,0.001339755],"domain_scores_gemma":[0.9139189,0.05916653,0.008142815,0.01020081,0.006040208,0.002530803],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003307331,0.00002655098,0.001170816,0.0002607043,0.00001692502,0.0004260593,0.2816591,0.0002101459,0.0005932789,0.6938924,0.002202866,0.01950813],"study_design_scores_gemma":[0.0000355483,0.00005404044,0.001269035,0.001117625,0.00004446187,0.0009619608,0.1086338,0.000915975,0.001097742,0.5092438,0.3765692,0.00005676486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1463769,0.01113574,0.10109,0.1727047,0.00239582,0.0001597647,0.0001156495,0.0002354002,0.5657861],"genre_scores_gemma":[0.9707666,0.002244286,0.008693338,0.003526439,0.0004270476,0.00009385851,0.00005617647,0.0001276684,0.01406462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9737619,"threshold_uncertainty_score":0.1387623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2086149705","doi":"10.3390/publications1010016","title":"Types of Open Access Publishers in Scopus","year":2013,"lang":"en","type":"article","venue":"Publications","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Publishing; Scopus; Library science; Political science; Government (linguistics); Quarter (Canadian coin); The arts; Open access publishing; Publication; Scholarly communication; History; Law; MEDLINE; Computer science","authors":[{"name":"David Solomon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8429619023098723,"gpt":0.6921808320267508,"spread":0.1507810702831215,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0229296,0.0006490428,0.001424864,0.03565931,0.003178672,0.01747889,0.002366133,0.00113934,0.01463607],"category_scores_gemma":[0.1879455,0.0008442726,0.00119829,0.07627384,0.001484565,0.01052896,0.005496067,0.001179521,0.005216802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749571,"about_ca_system_score_gemma":0.004960602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001932079,"about_ca_topic_score_gemma":0.002959156,"domain_scores_codex":[0.9470338,0.008567052,0.01289412,0.002894883,0.02464261,0.003967514],"domain_scores_gemma":[0.7215875,0.1160307,0.0713563,0.01669431,0.053089,0.02124224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006693169,0.0002870997,0.7566867,0.003041002,0.0005918533,0.001845283,0.01306318,0.0004103022,0.001350737,0.0143469,0.02406899,0.1836385],"study_design_scores_gemma":[0.000224432,0.0008790134,0.6495795,0.004669872,0.0006371427,0.01180836,0.04207773,0.001751225,0.003375538,0.02270212,0.2619386,0.0003564801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7727738,0.02827382,0.00883928,0.005411726,0.001513422,0.001403171,0.02093315,0.001057852,0.1597939],"genre_scores_gemma":[0.9468697,0.01170882,0.006177235,0.001090206,0.001086232,0.0007676115,0.00992856,0.0005171953,0.0218545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9825211,"threshold_uncertainty_score":0.1212648,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3127433674","doi":"10.3390/publications9010006","title":"Conflicts of Interest Arising from Simultaneous Service by Editors of Competing Journals or Publishers","year":2021,"lang":"en","type":"article","venue":"Publications","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Zhejiang University; Consejo Nacional de Investigaciones Científicas y Técnicas; Thompson Rivers University","keywords":"Scrutiny; Publishing; Transparency (behavior); Editorial board; Perspective (graphical); Conflict of interest; Service (business); Intellectual property; Political science; Public relations; Law and economics; Sociology; Law; Library science; Business; Computer science; Marketing","authors":[{"name":"Jaime A. Teixeira da Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6362408984463066,"gpt":0.5674088705893883,"spread":0.06883202785691833,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.06449398,0.0008323006,0.001892729,0.0009306454,0.002633339,0.01290229,0.003017692,0.01178716,0.01463711],"category_scores_gemma":[0.3809602,0.0007010511,0.0007894751,0.002002688,0.006224306,0.007276184,0.005297232,0.01222293,0.008420506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002502742,"about_ca_system_score_gemma":0.0107427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003108054,"about_ca_topic_score_gemma":0.0006837415,"domain_scores_codex":[0.9214697,0.02852414,0.01270773,0.006195366,0.02783055,0.003272472],"domain_scores_gemma":[0.5936941,0.2030966,0.06064048,0.03001623,0.07972981,0.03282278],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004775887,0.0001434282,0.01136586,0.001845746,0.000383917,0.005974487,0.01039015,0.0002450266,0.002407415,0.1825152,0.6052735,0.1789776],"study_design_scores_gemma":[0.00006109392,0.0001386547,0.001969347,0.001023286,0.00009765405,0.009369864,0.002905324,0.0008441263,0.00110215,0.03661863,0.9457775,0.00009228328],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01578502,0.04167762,0.02110591,0.5930319,0.2304628,0.0004407536,0.0003687656,0.0004593601,0.0966678],"genre_scores_gemma":[0.3519442,0.0304665,0.04476433,0.2878048,0.2056821,0.0007218649,0.0005202484,0.0006370348,0.0774589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9882128,"threshold_uncertainty_score":0.3410808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3168775635","doi":"10.3390/publications9020025","title":"Open Data Policies among Library and Information Science Journals","year":2021,"lang":"en","type":"article","venue":"Publications","topic":"Research Data Management Practices","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Open data; Publishing; Transparency (behavior); Open science; Scholarly communication; Order (exchange); Public relations; Information policy; Data publishing; Political science; Computer science; World Wide Web; Business; Computer security","authors":[{"name":"Brian Jackson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2281952073707711,"gpt":0.4289937086427221,"spread":0.200798501271951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2263954,0.0004125147,0.001139685,0.0168442,0.01216076,0.05189878,0.004043247,0.007338976,0.01170901],"category_scores_gemma":[0.5240392,0.001415486,0.00081934,0.03518141,0.01377741,0.03035267,0.01297156,0.006573211,0.006132149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01348905,"about_ca_system_score_gemma":0.05052947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00762473,"about_ca_topic_score_gemma":0.00511845,"domain_scores_codex":[0.7176967,0.1135134,0.05600701,0.0183414,0.08374912,0.01069232],"domain_scores_gemma":[0.1698743,0.5145553,0.1082947,0.07688849,0.09327645,0.03711074],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004591598,0.0003272669,0.097191,0.00228655,0.0001667022,0.000802646,0.06564474,0.0009046028,0.003619566,0.477125,0.09915534,0.2523174],"study_design_scores_gemma":[0.0000922203,0.0001154037,0.03677588,0.002310778,0.00007113894,0.000657913,0.02725432,0.0008361438,0.003145912,0.07074181,0.8576669,0.0003316616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1811491,0.03195896,0.03586005,0.2785146,0.005175361,0.001555276,0.004092077,0.001962268,0.4597324],"genre_scores_gemma":[0.805569,0.01392567,0.03691373,0.0776129,0.00498484,0.001521874,0.00288453,0.00158718,0.05500036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9959568,"threshold_uncertainty_score":0.9539922,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2945890780","doi":"10.3390/publications7020035","title":"Did the Research Faculty at a Small Canadian Business School Publish in “Predatory” Venues? This Depends on the Publishing Blacklist","year":2019,"lang":"en","type":"article","venue":"Publications","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Publishing; Blacklist; Publication; Blacklisting; Library science; Advertising; Media studies; Political science; Sociology; Business; Law; Computer science; World Wide Web","authors":[{"name":"Panagiotis Tsigaris","is_ca":true},{"name":"Jaime A. Teixeira da Silva","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.729418124703528,"gpt":0.5529345160335923,"spread":0.1764836086699356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01032418,0.0003097963,0.0004504248,0.004805247,0.009122737,0.01365795,0.001335379,0.001562478,0.007197961],"category_scores_gemma":[0.0686819,0.0003136879,0.0003493317,0.01078306,0.007861834,0.00665593,0.002851444,0.001572613,0.001126402],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0184975,"about_ca_system_score_gemma":0.03138869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5876954,"about_ca_topic_score_gemma":0.7001668,"domain_scores_codex":[0.9832312,0.002663512,0.0008216265,0.001121797,0.009640573,0.00252132],"domain_scores_gemma":[0.9014278,0.03696159,0.02635366,0.00462029,0.02163071,0.00900595],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002316981,0.0001333972,0.7890601,0.0006465113,0.0001936144,0.0006211573,0.09465305,0.0001563333,0.000647782,0.02062186,0.01952476,0.0735098],"study_design_scores_gemma":[0.00002719942,0.00007852796,0.7748249,0.0007561473,0.0001405134,0.0002509293,0.1529385,0.0002669483,0.0008887625,0.005204522,0.06452498,0.00009806675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8694585,0.006028239,0.0009846534,0.03025847,0.0003804772,0.0001285541,0.001603904,0.00004550514,0.09111159],"genre_scores_gemma":[0.9911056,0.001893173,0.0002575335,0.002396934,0.0001431334,0.00002782827,0.0003379437,0.00002553724,0.003812258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984375,"threshold_uncertainty_score":0.8294654,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4362581830","doi":"10.3390/publications11020022","title":"Constraints on Research in Biological and Agricultural Science in Developing Countries: The Example of Latin America","year":2023,"lang":"en","type":"article","venue":"Publications","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Latin Americans; Agriculture; Globe; Publication; Quality (philosophy); Political science; Economic growth; Regional science; Public relations; Sociology; Geography; Economics; Law; Psychology","authors":[{"name":"C.S. Galina","is_ca":false},{"name":"José F. Martínez","is_ca":false},{"name":"Bruce D. Murphy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8358821980142553,"gpt":0.609083329223973,"spread":0.2267988687902823,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01064555,0.0004639819,0.0008222069,0.003718778,0.006644187,0.01279057,0.001486341,0.003073025,0.002266678],"category_scores_gemma":[0.01997246,0.0001686997,0.0007923704,0.01305386,0.01076281,0.005326899,0.005434381,0.003747323,0.0002359303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041441,"about_ca_system_score_gemma":0.01379799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05810488,"about_ca_topic_score_gemma":0.08930161,"domain_scores_codex":[0.9904522,0.006078626,0.0005812727,0.000453934,0.001245004,0.001188965],"domain_scores_gemma":[0.9732131,0.01953049,0.002771245,0.0006688383,0.00293198,0.000884418],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001386569,0.00006912806,0.02001906,0.002199459,0.0001050962,0.003453364,0.05699698,0.001046672,0.0006503147,0.7922762,0.06638681,0.05665826],"study_design_scores_gemma":[0.00004416062,0.0000244567,0.01796006,0.003384207,0.00008374436,0.0005711394,0.04693807,0.0003910841,0.0003388165,0.05312157,0.8770671,0.00007564251],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07996063,0.0969696,0.001927162,0.6581343,0.002442453,0.0000448791,0.0002955378,0.00003700367,0.1601883],"genre_scores_gemma":[0.7809268,0.1238745,0.003277054,0.07537842,0.004691258,0.0001662555,0.0002207418,0.00009878787,0.01136625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9962812,"threshold_uncertainty_score":0.1155334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3021653277","doi":"10.3390/publications8020025","title":"The Fast and the FRDR: Improving Metadata for Data Discovery in Canada","year":2020,"lang":"en","type":"article","venue":"Publications","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Simon Fraser University; Library and Archives Canada; McGill University","funders":"","keywords":"Metadata; Computer science; Standardization; Metadata repository; Task (project management); Terminology; World Wide Web; Subject (documents); Data science; General partnership; Information retrieval; Political science; Engineering","authors":[{"name":"Clara Turp","is_ca":true},{"name":"Wilson Lee","is_ca":false},{"name":"Julienne Pascoe","is_ca":true},{"name":"Alex Garnett","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05889407143111957,"gpt":0.2501859043716401,"spread":0.1912918329405205,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.05392034,0.0007855701,0.001287846,0.02149611,0.01549825,0.02212804,0.005507226,0.001998515,0.004778754],"category_scores_gemma":[0.1068093,0.001237277,0.001887754,0.05543002,0.006202121,0.02315763,0.01619047,0.003443721,0.002076183],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07662366,"about_ca_system_score_gemma":0.3047056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9655518,"about_ca_topic_score_gemma":0.9641687,"domain_scores_codex":[0.9552984,0.009255029,0.005616166,0.003854703,0.02237976,0.003595982],"domain_scores_gemma":[0.8512591,0.0210667,0.005034023,0.03221356,0.08239157,0.008035075],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003785673,0.0001854033,0.02884739,0.0009971717,0.0001954089,0.0005213164,0.01122805,0.007780753,0.004224468,0.2660469,0.1916485,0.487946],"study_design_scores_gemma":[0.00008837252,0.00006868754,0.015665,0.0009978217,0.0001489624,0.0002282684,0.0094222,0.0173559,0.008750604,0.05782289,0.8890542,0.0003971372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09052118,0.01013837,0.5199843,0.1200354,0.002346284,0.002852955,0.06662104,0.02818503,0.1593156],"genre_scores_gemma":[0.1305019,0.008934776,0.7685406,0.004468613,0.0002847094,0.0007711015,0.04930074,0.003362625,0.03383498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.977872,"threshold_uncertainty_score":0.5559462,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2000260299","doi":"10.3390/publications1010027","title":"Open Access Publishing in Canada: Current and Future Library and University Press Supports","year":2013,"lang":"en","type":"article","venue":"Publications","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Ottawa; University of Calgary; Concordia University; Simon Fraser University","funders":"","keywords":"Publishing; Library science; Open access publishing; Political science; Public relations; Business; Management; Computer science; Law; Economics","authors":[{"name":"Donald Taylor","is_ca":true},{"name":"Heather Morrison","is_ca":true},{"name":"Brian Owen","is_ca":true},{"name":"Kumiko Vézina","is_ca":true},{"name":"Andrew Waller","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05853899923179152,"gpt":0.2504466734530714,"spread":0.1919076742212799,"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":[0.006157154,0.0002426892,0.0005251595,0.004108979,0.01376475,0.0124827,0.003176198,0.001734608,0.0198167],"category_scores_gemma":[0.02503514,0.0003524771,0.000306063,0.01255457,0.004145224,0.005140477,0.004168263,0.002241652,0.001281098],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09452491,"about_ca_system_score_gemma":0.3231183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9808933,"about_ca_topic_score_gemma":0.9893736,"domain_scores_codex":[0.9889392,0.001050639,0.0003900771,0.0003942031,0.005356009,0.00386974],"domain_scores_gemma":[0.8794546,0.01046211,0.006446786,0.001012061,0.0389181,0.06370646],"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":[0.0005745577,0.0006338697,0.2757791,0.001939948,0.0001140179,0.002235007,0.05125023,0.0004965419,0.001363967,0.05322837,0.1871776,0.4252069],"study_design_scores_gemma":[0.00007321307,0.0001693412,0.4756267,0.001282438,0.00008691648,0.0005708559,0.1138211,0.0008018549,0.0005820976,0.003051435,0.4037746,0.0001593593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5114811,0.02630709,0.0003866689,0.2827971,0.0007444784,0.0001268346,0.002629651,0.0002245168,0.1753025],"genre_scores_gemma":[0.9418112,0.01762879,0.000775362,0.008552004,0.0003349547,0.00005173723,0.0008126335,0.00004379335,0.02998954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9968238,"threshold_uncertainty_score":0.6858295,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407252936","doi":"10.3390/publications13010006","title":"Forecasting the Scientific Production Volumes of G7 and BRICS Countries in a Comparative Analysis","year":2025,"lang":"en","type":"article","venue":"Publications","topic":"Forecasting Techniques and Applications","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"China; Scopus; Production (economics); Investment (military); Political science; Autoregressive integrated moving average; Regional science; International trade; Development economics; Economic growth; Economics; Geography; Time series; Macroeconomics","authors":[{"name":"Tindaro Cicero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2026679361587358,"gpt":0.4211420685265203,"spread":0.2184741323677845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.002135278,0.0003771109,0.0003272042,0.00703994,0.0002405575,0.00189934,0.000370516,0.0003664002,0.001198366],"category_scores_gemma":[0.008032326,0.0001535141,0.0006274502,0.01194979,0.0002649061,0.001257002,0.0006039318,0.0004519515,0.0004482737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674606,"about_ca_system_score_gemma":0.001311832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03877344,"about_ca_topic_score_gemma":0.02726809,"domain_scores_codex":[0.999466,0.0001296816,0.00003754515,0.00008995103,0.0001715605,0.0001052684],"domain_scores_gemma":[0.9953598,0.002067862,0.001089766,0.0001896546,0.001082346,0.0002105132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004863274,0.00006683263,0.7476732,0.0002835838,0.0005114413,0.0007809432,0.0008807427,0.1516247,0.001522142,0.009586808,0.008961841,0.07762148],"study_design_scores_gemma":[0.00004488086,0.0002298747,0.6823932,0.0002196754,0.0002945528,0.0002473851,0.003632207,0.2768742,0.002827278,0.003744637,0.02940866,0.00008361325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817453,0.001096567,0.003226076,0.0007505942,0.00004236017,0.0000205587,0.006006994,0.0001396923,0.006971774],"genre_scores_gemma":[0.9901183,0.001089018,0.001593123,0.00003681882,0.00003493703,0.00002045942,0.006098906,0.00001736882,0.0009911475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.99296,"threshold_uncertainty_score":0.07709551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379230918","doi":"10.3390/publications11020032","title":"Roles and Responsibilities for Peer Reviewers of International Journals","year":2023,"lang":"en","type":"article","venue":"Publications","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":4,"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":"Publishing; Peer review; Consistency (knowledge bases); Technical peer review; Reading (process); Peer feedback; Public relations; Advice (programming); Narrative review; Medical education; Narrative; Psychology; Political science; Computer science; Medicine; Law","authors":[{"name":"Carol Nash","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8011725688322632,"gpt":0.6687242451278416,"spread":0.1324483237044216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1750246,0.001034427,0.001614678,0.01044158,0.01463606,0.02924742,0.004314173,0.003965501,0.01024216],"category_scores_gemma":[0.4694479,0.001349246,0.001051964,0.006293554,0.008344608,0.01115655,0.0140072,0.005374232,0.006110302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006877427,"about_ca_system_score_gemma":0.04234618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002524348,"about_ca_topic_score_gemma":0.003700087,"domain_scores_codex":[0.6660087,0.2060117,0.03624636,0.01299493,0.06913564,0.009602728],"domain_scores_gemma":[0.3136044,0.2077933,0.09463129,0.04550548,0.2402098,0.09825575],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008509731,0.0004343347,0.1188591,0.005124588,0.0004893158,0.00265039,0.1990836,0.0008997531,0.005822904,0.0702838,0.1195803,0.4759211],"study_design_scores_gemma":[0.0002234597,0.0008268228,0.04676485,0.005785977,0.0004118307,0.006533974,0.09458681,0.001670496,0.00358625,0.03520435,0.8035524,0.0008528066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2731511,0.05120244,0.07841369,0.1616271,0.03161943,0.006018539,0.0008602246,0.002406049,0.3947016],"genre_scores_gemma":[0.8510998,0.01331265,0.05920581,0.01270145,0.008294896,0.002847045,0.0006154929,0.0009490086,0.05097377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8249754,"threshold_uncertainty_score":0.9256298,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"},{"model":"gpt","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W2597082463","doi":"10.3390/publications5010005","title":"Accountability and High Impact Journals in the Health Sciences","year":2017,"lang":"en","type":"article","venue":"Publications","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canada Research Chairs","funders":"","keywords":"Accountability; Multidisciplinary approach; Bibliometrics; Citation; Impact factor; Relevance (law); Political science; Norm (philosophy); Public relations; Library science; Social science; Sociology; Law; Computer science","authors":[{"name":"A.M.J. Buchan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8430800737748104,"gpt":0.7174718517387156,"spread":0.1256082220360948,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.05365758,0.0003627574,0.001282518,0.025789,0.005232099,0.01512271,0.0012923,0.001998546,0.007520692],"category_scores_gemma":[0.2804943,0.000416175,0.0006245099,0.05744443,0.01054548,0.007717489,0.008923862,0.002008656,0.0009369981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006567858,"about_ca_system_score_gemma":0.01022602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004240232,"about_ca_topic_score_gemma":0.00456767,"domain_scores_codex":[0.8945906,0.0413861,0.009818148,0.004910106,0.04430969,0.004985396],"domain_scores_gemma":[0.4887602,0.2951944,0.1494277,0.02113851,0.03214582,0.01333334],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005449634,0.0003994468,0.6272447,0.002013418,0.0003788592,0.000748134,0.01614065,0.002091254,0.001206507,0.1876808,0.01331533,0.148236],"study_design_scores_gemma":[0.0001240706,0.0002269934,0.7136505,0.0008504298,0.0002019239,0.001334842,0.01094808,0.002296094,0.001874014,0.2005505,0.06782728,0.0001153332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7001829,0.02587975,0.01739554,0.04753225,0.001676847,0.0005061698,0.002508076,0.0003593686,0.2039592],"genre_scores_gemma":[0.9921023,0.001696944,0.00176118,0.001045746,0.0008383641,0.00009041907,0.000376559,0.00003234613,0.002056141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.974211,"threshold_uncertainty_score":0.2837718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2995618767","doi":"10.3390/publications8010001","title":"The Common Ground of Open Access and Interdisciplinarity","year":2019,"lang":"en","type":"article","venue":"Publications","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Common ground; Epistemology; Sociology; Political science; Open science; Engineering ethics; Social science; Philosophy; Engineering; Physics","authors":[{"name":"Patrick Gamsby","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2263428090961347,"gpt":0.5512856325997305,"spread":0.3249428235035958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.06906956,0.000741912,0.002024053,0.005318826,0.01045127,0.03172316,0.003089689,0.00825403,0.005505511],"category_scores_gemma":[0.07033165,0.0007504617,0.001086241,0.006019937,0.1239873,0.04183156,0.02919204,0.01392187,0.0009580805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00875035,"about_ca_system_score_gemma":0.01463544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687025,"about_ca_topic_score_gemma":0.001340821,"domain_scores_codex":[0.8969502,0.05722874,0.005711936,0.0116192,0.02489717,0.003592856],"domain_scores_gemma":[0.8803989,0.07341903,0.00924549,0.01906453,0.009580657,0.008291355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008439989,0.00001178215,0.0002093643,0.00005904828,0.000009410955,0.00003327061,0.003590557,0.0001088807,0.00004769683,0.9902025,0.0004797766,0.005239175],"study_design_scores_gemma":[0.00001317182,0.00002411109,0.0001741196,0.0002033212,0.000006412308,0.00004973851,0.002299034,0.0001721116,0.00006393553,0.9743801,0.02259646,0.00001739094],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04897907,0.02917433,0.2619706,0.2154962,0.003047381,0.0002567513,0.00009339426,0.0002273603,0.440755],"genre_scores_gemma":[0.9471029,0.008292583,0.02459971,0.006462872,0.00281787,0.0004345193,0.00005136507,0.0001232129,0.01011491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9969103,"threshold_uncertainty_score":0.3652791,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310036591","doi":"10.3390/publications10040045","title":"Knowledge Production: Analysing Gender- and Country-Dependent Factors in Research Topics through Term Communities","year":2022,"lang":"en","type":"article","venue":"Publications","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Citation; Subject (documents); Production (economics); Term (time); Inequality; Quarter (Canadian coin); Knowledge production; Distribution (mathematics); Core (optical fiber); Sociology; Psychology; Social science; Public relations; Political science; Library science; Computer science; Geography; Knowledge management; Economics","authors":[{"name":"Parminder Bakshi-Hamm","is_ca":false},{"name":"Andreas Hamm","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3514272813816133,"gpt":0.4908657507086024,"spread":0.1394384693269892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.009869408,0.0002947567,0.0004704604,0.007182065,0.0009259639,0.003230867,0.000474422,0.0004839478,0.003160704],"category_scores_gemma":[0.05485021,0.0001721446,0.000508383,0.008509979,0.001169534,0.003216633,0.002652193,0.0004020728,0.0004632209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007961152,"about_ca_system_score_gemma":0.0007673223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002981492,"about_ca_topic_score_gemma":0.00356088,"domain_scores_codex":[0.9943923,0.002946349,0.0004232844,0.0008883196,0.0009366619,0.000413039],"domain_scores_gemma":[0.9135166,0.06476684,0.01211313,0.00328001,0.004283783,0.00203967],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005623023,0.000101773,0.9115669,0.0003351997,0.0002188214,0.0002453401,0.02097123,0.0006750025,0.002710607,0.003751953,0.0007712094,0.05808968],"study_design_scores_gemma":[0.00002233496,0.0001462454,0.9475549,0.0001640504,0.0001600214,0.0004737706,0.03250295,0.004839567,0.001855246,0.006566563,0.005656862,0.0000574515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862038,0.0006101585,0.006564748,0.0001792228,0.00001841918,0.00006936784,0.0007546245,0.00002999581,0.005569623],"genre_scores_gemma":[0.9966143,0.0001317131,0.002412284,0.00001419157,0.00001317501,0.00005585968,0.0002560087,0.00001425934,0.0004882688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9928179,"threshold_uncertainty_score":0.05219507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1484784010","doi":"10.3390/publications3030174","title":"Themed Volumes: A Blessing or a Curse?","year":2015,"lang":"en","type":"article","venue":"Publications","topic":"Transportation Planning and Optimization","field":"Social 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":"Dalhousie University","funders":"","keywords":"Blessing; Curse; Volume (thermodynamics); Launched; Space (punctuation); Perspective (graphical); Production (economics); Management; Operations research; Computer science; Business; Engineering; Sociology; Economics; History","authors":[{"name":"Mary R. Brooks","is_ca":true},{"name":"Stephen Ison","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1217769242363025,"gpt":0.3718803844588691,"spread":0.2501034602225665,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04910294,0.0008692718,0.001441322,0.006161544,0.004335407,0.02366576,0.002506676,0.003027628,0.01518515],"category_scores_gemma":[0.2162171,0.0007420296,0.001377984,0.007088488,0.006392336,0.02227908,0.007775531,0.009215328,0.005106774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00456919,"about_ca_system_score_gemma":0.007671437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244872,"about_ca_topic_score_gemma":0.001697986,"domain_scores_codex":[0.9749059,0.01022601,0.002605009,0.001427552,0.009775153,0.001060341],"domain_scores_gemma":[0.7941844,0.08428177,0.01518606,0.02032949,0.07070785,0.01531043],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004568176,0.0001554774,0.004553831,0.002590165,0.0001339816,0.0002722089,0.007746971,0.0003708396,0.001867297,0.1354288,0.5748614,0.2715622],"study_design_scores_gemma":[0.0000582145,0.0003240731,0.004942733,0.002630835,0.00006367762,0.0005852266,0.00616024,0.0003378375,0.0007464493,0.04364479,0.9404199,0.00008598878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02164492,0.04196573,0.02348321,0.5175861,0.3256674,0.0003295423,0.001797032,0.0008906752,0.0666355],"genre_scores_gemma":[0.3318301,0.05154764,0.05971095,0.1744417,0.2848528,0.001360026,0.003002286,0.004259498,0.08899497],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.950897,"threshold_uncertainty_score":0.2596843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2896552281","doi":"10.3390/publications6040041","title":"Planning for Academic Publishing after Retirement","year":2018,"lang":"en","type":"article","venue":"Publications","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 New Brunswick","funders":"","keywords":"Anticipation (artificial intelligence); Publishing; Publication; Research Assessment Exercise; Public relations; Mandatory retirement; Political science; Labour economics; Management; Sociology; Business; Economics; Law; Higher education; Computer science","authors":[{"name":"Stephen K. Donovan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8246445626788835,"gpt":0.6557962135259534,"spread":0.1688483491529301,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04772751,0.0006554979,0.0009806611,0.004079333,0.0106957,0.02920915,0.004651343,0.01373754,0.09169914],"category_scores_gemma":[0.1466901,0.0009741394,0.001697171,0.004278342,0.003172202,0.02260896,0.01133866,0.01103807,0.05292957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007041622,"about_ca_system_score_gemma":0.05795613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004480402,"about_ca_topic_score_gemma":0.01015283,"domain_scores_codex":[0.9743479,0.008520331,0.001941267,0.001898731,0.006704083,0.006587742],"domain_scores_gemma":[0.7675557,0.03765384,0.01244264,0.009020267,0.03288196,0.1404456],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002060489,0.0004253786,0.005124093,0.0006540898,0.0000435438,0.00148715,0.004640634,0.0004110491,0.0006644391,0.03733018,0.7547109,0.1943025],"study_design_scores_gemma":[0.0000934316,0.0001877009,0.004184671,0.0004779341,0.00002224501,0.0003609542,0.008013165,0.0001874705,0.0003774526,0.02080626,0.9652219,0.00006679038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03363344,0.01699662,0.01185973,0.672228,0.03463573,0.00136476,0.0008233858,0.00220167,0.2262567],"genre_scores_gemma":[0.2541439,0.02252435,0.06063643,0.1548989,0.03506995,0.003985762,0.002808224,0.001408912,0.4645235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9707909,"threshold_uncertainty_score":0.3067642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3020253167","doi":"10.3390/publications8020022","title":"Bridge2Hyku: Meeting Practitioners’ Needs in Digital Collection Migration to Open Source Samvera Repository","year":2020,"lang":"en","type":"article","venue":"Publications","topic":"Digital and Traditional Archives Management","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":false},"ca_institutions":"University of Victoria","funders":"University of Houston; Institute of Museum and Library Services","keywords":"Documentation; General partnership; Process (computing); Resource (disambiguation); Open source; World Wide Web; Computer science; Business; Knowledge management; Software","authors":[{"name":"Annie Wu","is_ca":false},{"name":"Santi Thompson","is_ca":false},{"name":"Anne Washington","is_ca":false},{"name":"Sean Watkins","is_ca":false},{"name":"Andrew Weidner","is_ca":false},{"name":"Dean Seeman","is_ca":true},{"name":"Nicholas Woodward","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04344248025383959,"gpt":0.2272006025816571,"spread":0.1837581223278175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04916497,0.0004296238,0.0004787735,0.00147737,0.01025874,0.009461501,0.004106496,0.004343765,0.01015252],"category_scores_gemma":[0.05572404,0.0008702791,0.000522689,0.001999711,0.004194915,0.01184921,0.02026906,0.004559097,0.002806511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004686972,"about_ca_system_score_gemma":0.03132095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009107787,"about_ca_topic_score_gemma":0.02592295,"domain_scores_codex":[0.9748095,0.01516011,0.001223564,0.001201129,0.004719452,0.002886239],"domain_scores_gemma":[0.9419611,0.02186703,0.002468846,0.005014266,0.01406567,0.01462313],"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":[0.0001631406,0.001465367,0.01499335,0.002143972,0.00003223464,0.004619474,0.4710473,0.00105763,0.01043437,0.02226647,0.07974394,0.3920327],"study_design_scores_gemma":[0.00006631495,0.0004275213,0.00614114,0.001324296,0.00002781141,0.001623155,0.5902294,0.002562029,0.002521707,0.008904364,0.3860661,0.0001062236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6022099,0.002432635,0.1117827,0.195414,0.001560445,0.002771216,0.0003200022,0.004596982,0.07891218],"genre_scores_gemma":[0.6527982,0.002801131,0.2735752,0.0143199,0.0002143049,0.002688089,0.0005834954,0.001595335,0.05142436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04916497,"threshold_uncertainty_score":0.2600123,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3020292303","doi":"10.3390/publications8020023","title":"A Vertical Cooperation Model to Manage Digital Collections and Institutional Resources","year":2020,"lang":"en","type":"article","venue":"Publications","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Toronto; University of Houston","keywords":"Metadata; Digital collections; World Wide Web; Service (business); Computer science; Digital library; Focus (optics); Node (physics); Space (punctuation); Metadata management; Business; Operating system","authors":[{"name":"Jack M. Maness","is_ca":false},{"name":"Kim Pham","is_ca":false},{"name":"Fernando Reyes","is_ca":false},{"name":"Jeff Rynhart","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04263795844562158,"gpt":0.2264601033981355,"spread":0.1838221449525139,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005164665,0.0006372872,0.00023208,0.001738066,0.002847505,0.008835312,0.0023795,0.002120495,0.01599677],"category_scores_gemma":[0.006036322,0.0006289761,0.0005773621,0.003277721,0.003132847,0.01184168,0.008779793,0.001995672,0.004976635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004614826,"about_ca_system_score_gemma":0.007579009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01531406,"about_ca_topic_score_gemma":0.01462812,"domain_scores_codex":[0.9953189,0.00163145,0.0002373262,0.0006861182,0.001211494,0.0009146402],"domain_scores_gemma":[0.993557,0.001255679,0.0007088074,0.001494391,0.001629783,0.001354368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001101762,0.0003002027,0.004608206,0.0001589613,0.00005527295,0.0007007599,0.00512625,0.01074973,0.002395256,0.8846773,0.02113977,0.06997805],"study_design_scores_gemma":[0.0002248279,0.0007054182,0.0050731,0.0004687058,0.00009594459,0.001014238,0.009140158,0.1118959,0.002306236,0.3519891,0.5169569,0.0001296135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07488639,0.0005500438,0.5100207,0.01036066,0.0002639391,0.001176291,0.0004173541,0.001585507,0.400739],"genre_scores_gemma":[0.7282304,0.0007010375,0.1177908,0.0009979681,0.0002198002,0.001120356,0.0007850836,0.0002649919,0.1498896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01599677,"threshold_uncertainty_score":0.05351448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}