{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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"},"query_hash":"7020d36c4d96","filters":{"venue":"Scientific and Technical Libraries"}},"results":[{"id":"W3125068984","doi":"10.33186/1027-3689-2020-11-15-32","title":"Analysis of trends in modern library and information infrastructure in the ongoing pandemics. (Review of international professional publications). (Part 2)","year":2021,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Library Science and Information","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Medical Research Council; Canadian Institutes of Health Research; Directorate for Biological Sciences; National Institutes of Health; Scheme for Promotion of Academic and Research Collaboration; Vetenskapsrådet; Fonds National de la Recherche Luxembourg; Institut National de la Santé et de la Recherche Médicale; International Society on Thrombosis and Haemostasis; University of Cambridge; National Research Foundation Singapore; South African Medical Research Council; Austrian Science Fund; National Research Foundation; Narodowym Centrum Nauki; University of Bristol; Norges Forskningsråd; Pennsylvania State University; University of Oxford; Healthcare Infection Society; Royal Society; Health Research Board; National Institute for Health and Care Research; Instituut voor Tropische Geneeskunde; Science for Life Laboratory; Science Foundation Ireland; Society for Applied Microbiology; Bill and Melinda Gates Foundation; Biotechnology and Biological Sciences Research Council; Wellcome Trust; University of Pennsylvania; Japan Agency for Medical Research and Development; Intensive Care Society; Unione delle Università del Mediterraneo; International Society for Infectious Diseases; U.S. Department of Health and Human Services","keywords":"Digitization; Library science; Digital library; Work (physics); Pandemic; World Wide Web; Space (punctuation); Public relations; Coronavirus disease 2019 (COVID-19); Political science; Sociology; Computer science; Engineering; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.01136559961490671,"gpt":0.2373760756926429,"spread":0.2260104760777362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004388134,0.00006025983,0.0001543749,0.0007386159,0.00006480866,0.0003414608,0.0005558964,0.00004949894,0.00005071744],"category_scores_gemma":[0.00006987496,0.00004086804,0.0000395142,0.004345879,0.0002339748,0.01936285,0.0003881311,0.0001149578,1.807685e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000311139,"about_ca_system_score_gemma":0.0001394394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.375357e-7,"about_ca_topic_score_gemma":0.000001582188,"domain_scores_codex":[0.9989089,0.00005390383,0.0004714426,0.000158008,0.0003137518,0.00009395779],"domain_scores_gemma":[0.999406,0.00008592451,0.0001711213,0.0002693824,0.0000394819,0.00002806438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005193187,0.00005930054,0.1279574,0.0001881315,0.00002109985,5.347639e-7,0.001582483,0.00006225114,0.00009748601,0.7518676,0.005805828,0.1123527],"study_design_scores_gemma":[0.0001912578,0.00001645871,0.8988279,0.0003733199,0.00001917477,0.000009861919,0.0002845071,0.04820451,0.0003968447,0.01368041,0.03788045,0.0001153587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6986383,0.02241617,0.04643297,0.1215709,0.002188365,0.001273045,0.0004988481,0.0004029921,0.1065784],"genre_scores_gemma":[0.984854,0.00191367,0.01008668,0.002030682,0.00001158706,0.00001936638,0.0008182345,0.000002088464,0.0002636721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7708704,"threshold_uncertainty_score":0.9943528,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2750858713","doi":"10.33186/1027-3689-2017-5-49-62","title":"High-Yield, Low-Risk Deselection in an Academic Library","year":2017,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Microform; Computer science; Library science; World Wide Web; Government (linguistics); Operations research; Business; Operations management; Database; Engineering management; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.0194029817732677,"gpt":0.2285522823101226,"spread":0.2091493005368549,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002505298,0.0001403237,0.0001559928,0.000295255,0.001288337,0.007097941,0.001445102,0.0001568813,0.00004504176],"category_scores_gemma":[0.0002146344,0.0001185318,0.00003327675,0.0005712894,0.000546413,0.01767579,0.001003577,0.0003282089,0.00002125589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008138245,"about_ca_system_score_gemma":0.0001636438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001102308,"about_ca_topic_score_gemma":0.00001310269,"domain_scores_codex":[0.9985397,0.00004145918,0.0002591544,0.0006081849,0.0002534925,0.0002979896],"domain_scores_gemma":[0.9988924,0.0001123942,0.0001385102,0.0006664891,0.00001425395,0.0001759184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000712394,0.0001426777,0.390702,0.00002553815,0.000008972658,0.00002467214,0.0003640245,0.00001048835,0.001236883,0.5061917,0.02315404,0.07806785],"study_design_scores_gemma":[0.000438619,0.0001398497,0.6163906,0.00008158942,0.000003774704,0.00001584895,0.00002887744,0.001525279,0.01656776,0.3363705,0.02797457,0.0004626758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973721,0.0003134959,0.005530197,0.001985285,0.0009132698,0.0002327774,0.000008466061,0.0008061568,0.01648935],"genre_scores_gemma":[0.9835292,0.00004940518,0.009881165,0.0001164748,0.00006514589,0.00001736518,0.000009984501,0.000009535836,0.006321697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2256887,"threshold_uncertainty_score":0.9960635,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3008821879","doi":"10.33186/1027-3689-2020-2-63-78","title":"Discussing open access. The new publication and public exposure model as an open access version","year":2020,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Bulletin of Medical History","funders":"","keywords":"Permission; Courtesy; Publishing; Library science; Panel discussion; Computer science; Sociology; World Wide Web; Public relations; Political science; Law; Business; Advertising","retraction":null,"screen_n_in":null,"score":{"opus":0.2736688958976874,"gpt":0.4483731015074007,"spread":0.1747042056097133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.004381941,0.0002081234,0.0003447956,0.0002133975,0.002217955,0.3259683,0.02733538,0.000204627,0.0006047215],"category_scores_gemma":[0.008208046,0.0001128935,0.00003978756,0.00301192,0.001152635,0.1095671,0.0373594,0.000516499,0.00004053702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001586411,"about_ca_system_score_gemma":0.001019786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001777869,"about_ca_topic_score_gemma":0.00005600461,"domain_scores_codex":[0.9959269,0.0002662053,0.0006409573,0.001467204,0.001300738,0.0003980307],"domain_scores_gemma":[0.9969086,0.0005196457,0.0003867677,0.00107401,0.0002585774,0.0008523974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007524666,0.00004239952,0.009637039,0.000004312688,0.000006728019,0.00000103344,0.0004967721,0.00001479031,0.0001614863,0.1495869,0.7683807,0.07159252],"study_design_scores_gemma":[0.0005260443,0.00007372709,0.01033758,0.00002223209,0.00001745165,0.00001025601,0.0009938466,0.01071893,0.0003339098,0.5429858,0.4336598,0.0003204694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1399756,0.0008937519,0.0196215,0.7538245,0.0006551581,0.001994026,0.0001320073,0.0003722208,0.08253126],"genre_scores_gemma":[0.9840423,0.00002385473,0.001946253,0.006245062,0.0001154196,0.00003243062,0.00009106256,0.00001771088,0.007485873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8440667,"threshold_uncertainty_score":0.999081,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2749941844","doi":"10.33186/1027-3689-2017-7-42-54","title":"Identifying Resources: FRBR and Accessibility","year":2017,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Library Science and Information Systems","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":"University of Ottawa; Library and Archives Canada","funders":"","keywords":"Metadata; Structuring; Resource (disambiguation); Computer science; Context (archaeology); Globe; Data science; World Wide Web; Conceptual model; Geography; Psychology; Business; Database","retraction":null,"screen_n_in":null,"score":{"opus":0.0420791242727774,"gpt":0.273434235240243,"spread":0.2313551109674656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0008319374,0.000103063,0.0001444251,0.0001043908,0.002423123,0.01857088,0.001889699,0.00006941434,0.00001761467],"category_scores_gemma":[0.0001555093,0.00007650318,0.00003148696,0.0002085532,0.001510672,0.02084307,0.002055257,0.0001100454,0.00002316208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004112397,"about_ca_system_score_gemma":0.00005572692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008468695,"about_ca_topic_score_gemma":0.000002219075,"domain_scores_codex":[0.99863,0.0000293524,0.0002702387,0.0005054008,0.0003289073,0.0002360408],"domain_scores_gemma":[0.9984149,0.00005868,0.0001771496,0.001150901,0.00003207867,0.0001663275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009418043,0.00004047897,0.09187891,0.0001129863,0.0000090626,0.000008943554,0.004344787,3.279505e-7,0.001814348,0.8271614,0.01500181,0.05961756],"study_design_scores_gemma":[0.0003750671,0.00005688687,0.6478902,0.0001028492,0.000003003663,0.00005742667,0.0004862906,0.00313794,0.003657646,0.1960467,0.1477464,0.000439537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8161812,0.001190646,0.09294707,0.006977768,0.002372742,0.0004866078,0.00001808762,0.0009282395,0.07889765],"genre_scores_gemma":[0.9882462,0.00001040152,0.00962465,0.0001639116,0.00003711571,0.000006681095,0.000001846022,0.000002719393,0.001906447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6311147,"threshold_uncertainty_score":0.9988756,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2904967541","doi":"10.33186/1027-3689-2017-6-25-38","title":"Integrating bibliographic and archival records in library e-catalog","year":2017,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Library catalog; Library science; Library classification; Presidential system; History; Resource Description and Access; National library; Library of congress; World Wide Web; Computer science; Information retrieval; Political science; Law","retraction":null,"screen_n_in":null,"score":{"opus":0.02041790270718905,"gpt":0.2327213382099219,"spread":0.2123034355027329,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0005396849,0.0001235071,0.0001694816,0.00109283,0.001008018,0.01075534,0.001600941,0.00006045388,0.00001061625],"category_scores_gemma":[0.000104912,0.0000928523,0.00003634473,0.001401467,0.001344307,0.03094815,0.001575831,0.0001907472,0.00001182987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001713457,"about_ca_system_score_gemma":0.00009234984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002032088,"about_ca_topic_score_gemma":0.000007270288,"domain_scores_codex":[0.9986559,0.00003917346,0.0003245191,0.0004614933,0.0002407186,0.0002781588],"domain_scores_gemma":[0.9988056,0.0001014755,0.0001472519,0.0007822256,0.00001110146,0.0001523404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000005847643,0.0000224511,0.1297836,0.00003007675,0.000002703901,0.000008793004,0.0007118574,2.381857e-7,0.0002910632,0.8209159,0.01397898,0.03424857],"study_design_scores_gemma":[0.0004187525,0.0001221683,0.6670436,0.0002063243,0.000001494774,0.00008796857,0.0002815815,0.0072383,0.001387195,0.2278402,0.09490599,0.0004663543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6808268,0.001205956,0.02262193,0.02387744,0.002936004,0.0007970728,0.0000508454,0.001251257,0.2664326],"genre_scores_gemma":[0.9810196,0.00008901953,0.01781771,0.0002411682,0.00003503988,0.00001207613,0.00001015941,0.000004768437,0.0007704097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5930756,"threshold_uncertainty_score":0.9902716,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2903884031","doi":"10.33186/1027-3689-2016-11-24-36","title":"Designing and supporting The Map of Russian Science information analytic system: The NPLS&T’s experience","year":2016,"lang":"en","type":"article","venue":"Scientific and Technical Libraries","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"State (computer science); Order (exchange); Government (linguistics); Information system; Computer science; Information science; Quarter (Canadian coin); Data science; Knowledge management; Political science; Library science; Business; Geography; Finance; Law","retraction":null,"screen_n_in":null,"score":{"opus":0.04557161772767193,"gpt":0.2913103471193505,"spread":0.2457387293916786,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.003569992,0.0001107878,0.0001378593,0.0002016057,0.001603713,0.002479921,0.001829455,0.00004581822,0.00001357902],"category_scores_gemma":[0.0006681922,0.0000457616,0.00003953637,0.00131407,0.009352866,0.003967212,0.001196964,0.0001311213,0.00001993152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001856531,"about_ca_system_score_gemma":0.0002341849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006902963,"about_ca_topic_score_gemma":0.000001408441,"domain_scores_codex":[0.9977494,0.00009054263,0.0004086976,0.0004322865,0.0008822873,0.0004367125],"domain_scores_gemma":[0.9980884,0.0005466789,0.000181943,0.000871643,0.0001182916,0.0001930547],"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":[0.000006363492,0.000008345262,0.0006822743,0.00003502077,0.000003048089,8.837404e-7,0.001362626,6.604557e-7,0.01328788,0.9740549,0.0008215962,0.009736363],"study_design_scores_gemma":[0.001180586,0.000417557,0.04444538,0.001087884,0.00004988377,0.0003676829,0.005785752,0.01810008,0.1542328,0.7188195,0.05421504,0.001297884],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1514737,0.0007118247,0.79901,0.03840574,0.001811859,0.0009689117,0.00002494139,0.0004186367,0.007174368],"genre_scores_gemma":[0.9932829,0.000004065384,0.006384622,0.0000715088,0.00002643287,0.00001979076,9.434663e-7,0.000002445335,0.0002072685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8418092,"threshold_uncertainty_score":0.9996961,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}