{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"8f1b5e4bab85","filters":{"venue":"The International Information & Library Review"}},"results":[{"id":"W4254486307","doi":"10.1080/10572317.2004.10762653","title":"Reading by Russian-speaking immigrants in Toronto: use of public libraries, bookstores, and home book collections","year":2004,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Administration","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Immigration; Reading (process); Ethnic group; Purchasing; Sociology; Political science; Library science; Business; Marketing; Computer science; Law","authors":[{"name":"Keren Dali","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03721408071314337,"gpt":0.2869790370116843,"spread":0.2497649562985409,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004142179,0.00009037386,0.0001433165,0.00008825236,0.000308834,0.0007269272,0.0004030666,0.00004473748,0.0007766301],"category_scores_gemma":[0.0001398164,0.00006970493,0.00004563684,0.0004365127,0.0001836205,0.04001782,0.0000769083,0.00009001547,0.00001205991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006833,"about_ca_system_score_gemma":0.0004464074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218581,"about_ca_topic_score_gemma":0.0004896785,"domain_scores_codex":[0.9987546,0.00009687549,0.0005102823,0.00009376393,0.0003838354,0.0001606696],"domain_scores_gemma":[0.999378,0.0001170978,0.0002769657,0.0001214373,0.00003035859,0.00007610403],"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":[0.00001470411,0.00004283062,0.002844231,0.0001161318,0.00002309466,9.018534e-7,0.005795808,0.000007657054,0.00001770658,0.914067,0.06715544,0.009914438],"study_design_scores_gemma":[0.0001666998,0.00002132486,0.001967667,0.0006332396,0.000005066322,0.00000409238,0.0009909497,0.00003855839,0.00007998093,0.002210254,0.9937822,0.00009994657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02760076,0.09384564,0.0007959136,0.2524833,0.001680848,0.003163234,0.000412123,0.0004434418,0.6195748],"genre_scores_gemma":[0.5848179,0.3587723,0.002000036,0.03747045,0.0002998914,0.0001379682,0.0007646238,0.00002620337,0.0157106],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9266268,"threshold_uncertainty_score":0.9734089,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2150741050","doi":"10.1016/j.iilr.2012.01.004","title":"Traditional knowledge management and preservation: Intersections with Library and Information Science","year":2012,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Western University","funders":"","keywords":"Custodians; Traditional knowledge; Cultural knowledge; Information science; Sociology; Intersection (aeronautics); Order (exchange); Knowledge organization; Knowledge management; Library science; Public relations; Political science; Business; Computer science; History; Engineering","authors":[{"name":"Charles Maina","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01872165772553004,"gpt":0.1961223669062707,"spread":0.1774007091807407,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002227385,0.000114241,0.00009668621,0.00004382834,0.0004245482,0.0003955263,0.0003087104,0.00002836696,0.0003802893],"category_scores_gemma":[0.000008600401,0.00003778072,0.00002854331,0.0005025205,0.0001054206,0.04067544,0.0001813583,0.00009684435,0.00007162832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001201857,"about_ca_system_score_gemma":0.00001709048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002913454,"about_ca_topic_score_gemma":0.000001391811,"domain_scores_codex":[0.9991815,0.00002957052,0.0002993075,0.00007455175,0.0002539554,0.0001610812],"domain_scores_gemma":[0.9995852,0.00005822273,0.0001570117,0.0000502816,0.00005795957,0.00009131344],"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":[0.00004773827,0.0001151546,0.01174908,0.0008726,0.00009931735,3.093684e-7,0.003342217,0.000002183298,0.00009607628,0.8062208,0.04462907,0.1328254],"study_design_scores_gemma":[0.00008272746,0.00003879718,0.1249784,0.000450174,0.00001497258,0.00007661016,0.0006209377,0.00005326381,0.00005834457,0.0001305348,0.8733866,0.0001086516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2128236,0.01934561,0.00004749792,0.03318573,0.001023283,0.002342567,0.0002818705,0.0003473733,0.7306024],"genre_scores_gemma":[0.9640125,0.02397051,0.0004209242,0.007211678,0.0007407477,0.0002193929,0.001309621,0.000002072122,0.002112573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8287575,"threshold_uncertainty_score":0.9727421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988661942","doi":"10.1016/j.iilr.2004.03.001","title":"Reading by Russian-speaking immigrants in Toronto: use of public libraries, bookstores, and home book collections","year":2004,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Administration","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Immigration; Reading (process); Ethnic group; Purchasing; Sociology; Political science; Library science; Media studies; Business; Computer science; Marketing; Law","authors":[{"name":"Keren Dali","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03721408071314337,"gpt":0.2869790370116843,"spread":0.2497649562985409,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004142179,0.00009037386,0.0001433165,0.00008825236,0.000308834,0.0007269272,0.0004030666,0.00004473748,0.0007766301],"category_scores_gemma":[0.0001398164,0.00006970493,0.00004563684,0.0004365127,0.0001836205,0.04001782,0.0000769083,0.00009001547,0.00001205991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006833,"about_ca_system_score_gemma":0.0004464074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003218581,"about_ca_topic_score_gemma":0.0004896785,"domain_scores_codex":[0.9987546,0.00009687549,0.0005102823,0.00009376393,0.0003838354,0.0001606696],"domain_scores_gemma":[0.999378,0.0001170978,0.0002769657,0.0001214373,0.00003035859,0.00007610403],"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":[0.00001470411,0.00004283062,0.002844231,0.0001161318,0.00002309466,9.018534e-7,0.005795808,0.000007657054,0.00001770658,0.914067,0.06715544,0.009914438],"study_design_scores_gemma":[0.0001666998,0.00002132486,0.001967667,0.0006332396,0.000005066322,0.00000409238,0.0009909497,0.00003855839,0.00007998093,0.002210254,0.9937822,0.00009994657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02760076,0.09384564,0.0007959136,0.2524833,0.001680848,0.003163234,0.000412123,0.0004434418,0.6195748],"genre_scores_gemma":[0.5848179,0.3587723,0.002000036,0.03747045,0.0002998914,0.0001379682,0.0007646238,0.00002620337,0.0157106],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9266268,"threshold_uncertainty_score":0.9734089,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2140461461","doi":"10.1006/iilr.2002.0184","title":"Comparing Approaches: Telecentre Evaluation Experiences in Asia and Latin America","year":2002,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"ICT Impact and Policies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"International Development Research Centre","funders":"","keywords":"Latin Americans; Economic growth; Political science","authors":[{"name":"Ricardo Gómez","is_ca":true},{"name":"Katherine Reilly","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08907301386301808,"gpt":0.2539271538979225,"spread":0.1648541400349045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001202243,0.00008011729,0.0001061717,0.000069481,0.00002977724,0.0001041929,0.0001741742,0.00001676988,0.001004123],"category_scores_gemma":[0.00002751114,0.0000577522,0.00002195628,0.0001706345,0.00002540876,0.002151524,0.00003263305,0.00008089768,0.0001002902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002179184,"about_ca_system_score_gemma":0.000005804412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004629837,"about_ca_topic_score_gemma":6.248071e-7,"domain_scores_codex":[0.9993759,0.00002773029,0.0002857219,0.00002407777,0.0001971298,0.00008945836],"domain_scores_gemma":[0.9997894,0.00003604355,0.0000593401,0.0000797025,0.0000121537,0.00002332569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001090223,0.00004060428,0.008380907,0.001237799,0.00009402708,3.856389e-7,0.130654,0.01804321,0.000009204748,0.007143928,0.1539432,0.6804418],"study_design_scores_gemma":[0.0001803995,0.000008388271,0.004464764,0.000582945,0.00001091904,0.00001013847,0.004015418,0.6442229,0.00006780779,0.00007183145,0.3462295,0.0001349932],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4565037,0.07717376,0.0002021342,0.01136099,0.000484368,0.001122637,0.00001385773,0.0003070034,0.4528315],"genre_scores_gemma":[0.9778382,0.02043128,0.00008867711,0.001322189,0.0000473392,0.00008617729,0.0000732853,0.000005772474,0.0001071159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6803068,"threshold_uncertainty_score":0.9999091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2753530776","doi":"10.1080/10572317.2017.1353379","title":"Building Research Competencies in Canadian Academic Libraries: The CARL Librarians' Research Institute","year":2017,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"","keywords":"Workforce; Library science; Work (physics); Sociology; Political science; Management; Public relations; Engineering; Computer science","authors":[{"name":"Vicki Whitmell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2225447018408006,"gpt":0.4612722832629317,"spread":0.2387275814221311,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.009768454,0.0001403044,0.0001862084,0.000628125,0.005319474,0.005018139,0.007323543,0.0001237483,0.00137824],"category_scores_gemma":[0.003094321,0.00008767434,0.00008740292,0.001226102,0.001970537,0.1423877,0.0008791584,0.001360215,0.0009510553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001849641,"about_ca_system_score_gemma":0.003896245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09205043,"about_ca_topic_score_gemma":0.005644273,"domain_scores_codex":[0.9956405,0.0006831869,0.0008417599,0.0001684554,0.001857919,0.0008081505],"domain_scores_gemma":[0.9975566,0.0006945982,0.0003284361,0.0008087502,0.0003176684,0.0002939265],"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":[0.000005761447,0.000003481549,0.002318639,0.00005352146,0.000007102166,0.000001442269,0.007913084,0.00001167798,6.895482e-7,0.8719031,0.1062434,0.01153807],"study_design_scores_gemma":[0.00009336373,0.000009782548,0.004906143,0.0009731314,0.000001903028,0.000003572452,0.002690228,0.0004393268,0.00001405654,0.02519203,0.9655663,0.0001102022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004168087,0.00502232,0.00001490864,0.5355361,0.001213718,0.001204021,0.00004717214,0.00007146872,0.4527222],"genre_scores_gemma":[0.6343986,0.1916657,0.001830949,0.1472436,0.002603075,0.0007119951,0.0004403477,0.00004505575,0.02106065],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8593228,"threshold_uncertainty_score":0.9998268,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2060107014","doi":"10.1016/j.iilr.2009.07.005","title":"The evaluation of international credentials and the hiring of internationally trained librarians in Canadian academic and public libraries","year":2009,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Administration","field":"Social Sciences","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 Toronto","funders":"American Library Association","keywords":"Accreditation; Workforce; Listing (finance); Library science; Political science; Position (finance); Public relations; Business; Sociology; Law","authors":[{"name":"Keren Dali","is_ca":true},{"name":"Juris Dilevko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06395625958471213,"gpt":0.3403116623134408,"spread":0.2763554027287287,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003399882,0.00009510133,0.0001543289,0.0001862204,0.0002996863,0.0005340229,0.001073034,0.0000558379,0.0002587641],"category_scores_gemma":[0.001285741,0.00005485789,0.00005693716,0.0003813544,0.000581404,0.01082814,0.00009034272,0.0001666205,0.000003087667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004010031,"about_ca_system_score_gemma":0.001388803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002607825,"about_ca_topic_score_gemma":0.002338245,"domain_scores_codex":[0.9976457,0.0003640409,0.0007828548,0.00009878763,0.0009332646,0.0001754003],"domain_scores_gemma":[0.998661,0.0004747076,0.0004932855,0.0001382914,0.0001480132,0.00008466739],"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":[0.00003315145,0.000006794108,0.003227883,0.00002124277,0.00002734457,1.301409e-7,0.003826824,0.00001849891,0.000009812261,0.9278607,0.002091042,0.06287662],"study_design_scores_gemma":[0.002135914,0.00006660872,0.1039674,0.001486762,0.00008668834,0.00001963892,0.007802311,0.01683701,0.0002718024,0.1542849,0.7127177,0.0003233138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08245432,0.01985084,0.00006228395,0.7311778,0.0008197925,0.001715219,0.00007215485,0.00004176048,0.1638058],"genre_scores_gemma":[0.9546686,0.03982778,0.00007523524,0.004987675,0.0001146435,0.00003039558,0.00007986587,0.000003167562,0.0002126721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8722143,"threshold_uncertainty_score":0.7850139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2340644684","doi":"10.1080/10572317.2016.1176466","title":"Physical Literacy in the Library—Lethbridge Public Library—Lethbridge, Alberta, Canada","year":2016,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Lethbridge College","funders":"","keywords":"Literacy; Library science; Information literacy; Political science; Sociology; Pedagogy; Computer science","authors":[{"name":"Lisa Weekes","is_ca":true},{"name":"Barbara Longair","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05186857581248189,"gpt":0.3919522773938793,"spread":0.3400837015813974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003604312,0.0002566836,0.0003405772,0.0001217408,0.0003131682,0.0002073631,0.001824014,0.00006996159,0.01116326],"category_scores_gemma":[0.0004090404,0.0001225745,0.0001515027,0.0006365111,0.0000834762,0.01429784,0.0003859379,0.0006352721,0.002428754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007414061,"about_ca_system_score_gemma":0.002257329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007622881,"about_ca_topic_score_gemma":0.001610703,"domain_scores_codex":[0.996814,0.0008161364,0.00109304,0.0001937771,0.0006386838,0.000444388],"domain_scores_gemma":[0.9957203,0.002873649,0.0005400325,0.0006245519,0.00007574961,0.0001657022],"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":[0.00002181339,0.00006012466,0.002910941,0.0002715919,0.000025326,0.000001082041,0.001633227,6.214551e-7,0.000001966448,0.1527461,0.8118644,0.03046279],"study_design_scores_gemma":[0.0003494352,0.0000146034,0.01321526,0.001344232,0.00001147402,0.000006035,0.0002118129,0.000139436,0.00002074143,0.002235201,0.982276,0.0001757594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01317539,0.001260004,0.00003190103,0.7016433,0.001130638,0.001137627,0.000288738,0.0001268191,0.2812056],"genre_scores_gemma":[0.4241168,0.01456932,0.00007568251,0.517693,0.002162241,0.0008422636,0.001742344,0.00006047697,0.03873782],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4109414,"threshold_uncertainty_score":0.9994887,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366758570","doi":"10.1080/10572317.2023.2198877","title":"Bursaries Reimagined: Addressing Digital Inequity through a Library-Led, University-Wide Laptop Bursary Program","year":2023,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"MacEwan University","funders":"","keywords":"Bursary; Laptop; Scope (computer science); Higher education; Library science; Sociology; Computer science; Political science","authors":[{"name":"Martina King","is_ca":true},{"name":"Lindsey Whitson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04191543530208779,"gpt":0.27667174555491,"spread":0.2347563102528222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002442078,0.0001982867,0.000217884,0.0002055453,0.0003137786,0.001902931,0.003512246,0.00004517011,0.0001699835],"category_scores_gemma":[0.0001602118,0.0001567149,0.0001223831,0.00128603,0.0001461297,0.04151129,0.002634306,0.0003047965,0.0008135131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003556395,"about_ca_system_score_gemma":0.0002544607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007401126,"about_ca_topic_score_gemma":2.034055e-7,"domain_scores_codex":[0.9984962,0.0001075629,0.0004948396,0.0001369833,0.0005074527,0.000256984],"domain_scores_gemma":[0.9985124,0.0003926912,0.0003016696,0.0006470084,0.00009546059,0.00005078495],"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":[0.00001954249,0.00004197128,0.0008603392,0.0007675082,0.0001207447,0.00002046697,0.002473946,0.0000793925,5.496152e-7,0.3824689,0.4748466,0.1383],"study_design_scores_gemma":[0.0001568013,0.0000214889,0.0007124748,0.001625966,0.000008764652,0.00003144913,0.0001870616,0.005277004,0.00004754883,0.008461677,0.9832673,0.0002024808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.002417229,0.008739827,0.0246801,0.4703131,0.002551832,0.002113922,0.0002336591,0.008378354,0.480572],"genre_scores_gemma":[0.1279631,0.3011859,0.2202189,0.2439461,0.001896613,0.0005302117,0.01857192,0.0003038425,0.08538348],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5084207,"threshold_uncertainty_score":0.9999645,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2341657020","doi":"10.1080/10572317.2016.1176462","title":"Work in Progress: The Libraries Nova Scotia Research Support Group","year":2016,"lang":"en","type":"article","venue":"The International Information & Library Review","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":true},"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Nova scotia; Nova (rocket); Library science; Work (physics); Political science; Sociology; Engineering; Computer science; Ethnology; Aeronautics","authors":[{"name":"Cate Carlyle","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05616855049372081,"gpt":0.291619490803374,"spread":0.2354509403096531,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0009431447,0.0001273176,0.0001318559,0.0002487807,0.0001454923,0.001326324,0.002622047,0.00003474584,0.00122976],"category_scores_gemma":[0.000157984,0.00005558782,0.00007183637,0.001697181,0.0001883002,0.02379807,0.001061983,0.0001824971,0.001652925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003181054,"about_ca_system_score_gemma":0.0002298609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003129861,"about_ca_topic_score_gemma":0.000001367968,"domain_scores_codex":[0.9980502,0.0001553651,0.0005939872,0.0001507147,0.0007969521,0.0002528408],"domain_scores_gemma":[0.9987542,0.0005143201,0.0001753198,0.0004256531,0.00007490381,0.00005558892],"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":[0.00002869366,0.00002256055,0.005455593,0.00006450825,0.00001985721,0.000001972045,0.0004730771,7.003853e-7,4.988819e-7,0.306963,0.5043105,0.182659],"study_design_scores_gemma":[0.0001676309,0.00002436982,0.008963917,0.0009206875,0.000001125091,0.00001252888,0.00002412573,0.00004295215,0.00007062043,0.006733509,0.9829388,0.00009969903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001943722,0.01270621,0.003676387,0.5791283,0.001328876,0.001733191,0.00001512899,0.0004583217,0.3990098],"genre_scores_gemma":[0.6120159,0.07049344,0.02663676,0.1807093,0.001616202,0.001289124,0.0005180928,0.0001158455,0.1066053],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6100721,"threshold_uncertainty_score":0.9997104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2745891193","doi":"10.1080/10572317.2017.1353378","title":"Assessing Use and User Needs for Content Management Systems in the Canadian Federal Public Sector","year":2017,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Government of Canada","funders":"","keywords":"Workaround; Public sector; User needs; Business; Public relations; Marketing; Political science; Internet privacy; Computer science","authors":[{"name":"Carissa Buckley","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1602225023721401,"gpt":0.2799972011721385,"spread":0.1197746987999984,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0006786562,0.0001131913,0.0001472864,0.0002611858,0.0007406301,0.01416269,0.0007513398,0.00002760769,0.00003970442],"category_scores_gemma":[0.0001335048,0.00006607772,0.00006119458,0.000167062,0.00003517872,0.02359333,0.0001357421,0.00008778845,0.00002678567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002686839,"about_ca_system_score_gemma":0.00004028035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01246735,"about_ca_topic_score_gemma":0.002085883,"domain_scores_codex":[0.9991281,0.00001246034,0.0003792649,0.00007855911,0.0002489817,0.0001526418],"domain_scores_gemma":[0.9991122,0.00004090723,0.0003947428,0.0002573803,0.0001814208,0.00001327068],"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":[0.00002322095,0.0000435832,0.05260665,0.006133004,0.0002859234,0.000004671554,0.0002077777,0.0004380858,0.00000111367,0.8030338,0.07714564,0.06007658],"study_design_scores_gemma":[0.0002793088,0.000001257011,0.02260017,0.00123404,0.00005750591,0.0000041766,0.0004815811,0.04177427,2.114088e-7,0.0004932951,0.9329399,0.0001343096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1197368,0.01564423,0.007179612,0.7269981,0.003100947,0.005677306,0.00008855231,0.0002751682,0.1212993],"genre_scores_gemma":[0.9674566,0.001827379,0.000095819,0.02944626,0.0003116773,0.0001753169,0.0002571564,0.000009660577,0.0004201678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8557943,"threshold_uncertainty_score":0.9941087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393987348","doi":"10.1080/10572317.2024.2337605","title":"Change is the Only Constant: Libraries After COVID Pandemic","year":2024,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Administration","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":"Wilfrid Laurier University","funders":"","keywords":"Pandemic; Context (archaeology); Coronavirus disease 2019 (COVID-19); Work (physics); Public relations; Subject (documents); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; 2019-20 coronavirus outbreak; Sociology; Library science; History; Engineering; Medicine; Computer science; Virology","authors":[{"name":"Charlotte Innerd","is_ca":true},{"name":"Annie Bélanger","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07080415073438555,"gpt":0.3322069466747542,"spread":0.2614027959403686,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0006522149,0.0001056631,0.00009859646,0.00006228506,0.0003777771,0.001612543,0.0008699624,0.00004339913,0.007908089],"category_scores_gemma":[0.00008622112,0.00005648412,0.0001111304,0.0004965881,0.0003518516,0.02177254,0.0001208005,0.000166384,0.001196833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002436733,"about_ca_system_score_gemma":0.0007806619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004539057,"about_ca_topic_score_gemma":0.00001349146,"domain_scores_codex":[0.9986636,0.0001205298,0.0003838767,0.0001071245,0.000560323,0.0001645463],"domain_scores_gemma":[0.9993279,0.0002678147,0.0001146821,0.0001841487,0.0000329261,0.00007253615],"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":[0.00001278033,0.000006791787,0.001675585,0.0002170094,0.0000306478,0.000003350949,0.01326776,3.833769e-7,4.824658e-7,0.7052829,0.215145,0.06435724],"study_design_scores_gemma":[0.00002851276,0.000009744374,0.0004655871,0.0006465988,0.00001335906,0.00001197585,0.0006609657,0.0001437897,0.000008049714,0.01110049,0.9868271,0.00008386922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00157446,0.05377866,0.0001603462,0.7000619,0.001705038,0.001067477,0.0002056893,0.0004213424,0.2410251],"genre_scores_gemma":[0.3771591,0.192357,0.0001497146,0.416869,0.001579973,0.0003243703,0.0003320064,0.00001592295,0.01121287],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.771682,"threshold_uncertainty_score":0.9995809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387876909","doi":"10.1080/10572317.2023.2270888","title":"Hidden Public Services","year":2023,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Information Literacy","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":"Wilfrid Laurier University","funders":"","keywords":"Cataloging; Service (business); Work (physics); Metadata; Knowledge management; Public relations; Business; World Wide Web; Staff management; Computer science; Political science; Management; Marketing; Engineering","authors":[{"name":"Charlotte Innerd","is_ca":true},{"name":"Scott Gillies","is_ca":true},{"name":"Debbie Chaves","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03615659087388737,"gpt":0.3074906871175438,"spread":0.2713340962436565,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0009488212,0.00008879464,0.0001030465,0.0001891632,0.000488208,0.00105242,0.001538496,0.00003540977,0.006069147],"category_scores_gemma":[0.0001159072,0.00005980311,0.00008901178,0.001276421,0.000105152,0.08225209,0.0002177728,0.0001036391,0.01136106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002056553,"about_ca_system_score_gemma":0.0002156532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003810535,"about_ca_topic_score_gemma":0.000001512572,"domain_scores_codex":[0.9983364,0.00008991815,0.0005089797,0.00007065789,0.0007639955,0.0002300349],"domain_scores_gemma":[0.9992105,0.0001121002,0.0002569964,0.0002146289,0.0001042252,0.0001015974],"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":[0.000002213731,0.000004757555,0.0006472046,0.0001575664,0.00001381102,3.641313e-7,0.004316085,0.000002830109,3.968969e-7,0.5416279,0.3861701,0.06705684],"study_design_scores_gemma":[0.00005480185,0.000004361069,0.001260935,0.00023855,0.000002948491,0.000001772401,0.001447743,0.0004787965,0.00000481291,0.002727628,0.9936966,0.00008110478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002047125,0.001309371,0.00001698014,0.4522947,0.001038026,0.0004680185,0.00004408294,0.0006490698,0.5421326],"genre_scores_gemma":[0.05876373,0.2171479,0.0005555481,0.6679631,0.001291935,0.0002764195,0.003921226,0.00002493863,0.05005508],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6075265,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2564609655","doi":"10.1080/10572317.2016.1243968","title":"Orientation for New Faculty About Tenure and Promotion: Standards and the Review Process","year":2016,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Information Literacy","field":"Social Sciences","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":"Promotion (chess); Acknowledgement; Public relations; Process (computing); Sociology; Workforce; Judgement; Political science; Library science; Psychology; Computer science; Law","authors":[{"name":"C. Jeffrey Belliston","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02840951963558497,"gpt":0.3589367746245052,"spread":0.3305272549889202,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001640271,0.0001023765,0.0001615473,0.00003944763,0.0004312749,0.0004091661,0.000399603,0.00002950402,0.000806363],"category_scores_gemma":[0.0008054696,0.00004383459,0.00006285385,0.0002641189,0.0002819778,0.03129775,0.00006567014,0.00005993327,0.00003415267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002351298,"about_ca_system_score_gemma":0.0003699945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001119518,"about_ca_topic_score_gemma":9.466777e-7,"domain_scores_codex":[0.9984861,0.00009006464,0.0005434194,0.00009337543,0.0006530663,0.0001339805],"domain_scores_gemma":[0.9989133,0.0001912165,0.0003974186,0.0001324637,0.0002806805,0.00008489804],"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":[0.00004415649,0.000005517987,0.0002123604,0.00125792,0.00002110815,5.363875e-8,0.004832168,3.761157e-7,2.703456e-7,0.42469,0.2862429,0.2826931],"study_design_scores_gemma":[0.0005361671,0.00001825707,0.0003627095,0.003839646,0.00002058165,0.000006561405,0.0002679535,0.00004549835,0.000008332946,0.007921839,0.9868926,0.00007980765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0005082347,0.03913318,0.002128747,0.9180471,0.000463794,0.003491336,0.0003417108,0.0001157518,0.03577015],"genre_scores_gemma":[0.006618643,0.8171856,0.0006812773,0.1616848,0.0005708981,0.0005278207,0.0005151251,0.00001235252,0.01220352],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7780524,"threshold_uncertainty_score":0.982251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2587635131","doi":"10.1080/10572317.2017.1270693","title":"The Library Leaders Institute: Building Mindful Leaders","year":2017,"lang":"en","type":"article","venue":"The International Information & Library Review","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Legislative Assembly of Saskatchewan","funders":"","keywords":"Acknowledgement; Blueprint; Sociology; Leadership development; Professional development; Public relations; Audience measurement; Management; Political science; Media studies; Law; Pedagogy; Visual arts","authors":[{"name":"Vicki Whitmell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06053231110574404,"gpt":0.3509420266784172,"spread":0.2904097155726731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0009092739,0.0001558036,0.0001524506,0.00008643274,0.003815656,0.004102866,0.00409676,0.00006080154,0.001581229],"category_scores_gemma":[0.0005737495,0.00009168684,0.0001626074,0.0002474065,0.001456502,0.1665166,0.0004028252,0.0002506856,0.00106242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002762754,"about_ca_system_score_gemma":0.0004495246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006203214,"about_ca_topic_score_gemma":0.000003730009,"domain_scores_codex":[0.9980407,0.0001034093,0.0007071601,0.0001137954,0.0007125886,0.0003222949],"domain_scores_gemma":[0.9982764,0.0001922993,0.0007092765,0.0006253281,0.000070209,0.0001265108],"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":[0.00001242894,0.000005589971,0.0005264096,0.00006379987,0.00002357582,5.446569e-7,0.003077236,0.00001225112,3.98572e-7,0.5875171,0.3277364,0.08102418],"study_design_scores_gemma":[0.0001122103,0.000009391223,0.0007574838,0.0004638954,0.000007741316,0.000004224387,0.00226948,0.0002649151,0.0000503991,0.003808923,0.992116,0.0001353188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0017681,0.003029228,0.0001207008,0.5553125,0.002485775,0.0006409012,0.00002737238,0.0001956466,0.4364198],"genre_scores_gemma":[0.1498245,0.2291319,0.002650086,0.5097545,0.003392577,0.0004179471,0.0008393062,0.00006004225,0.1039291],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6643796,"threshold_uncertainty_score":0.9997154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}