{"meta":{"query_hash":"c40aa8e32b76","filters":{"venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/c40aa8e32b76","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+Vasyl+Stefanyk+National+Scientific+Library+of+Ukraine+in+Lviv"},"results":[{"id":"W3014148420","doi":"10.37222/2524-0315-2019-11(27)-18","title":"«Highly respected master!»: correspondence of Jacques Hnizdovsky and Roman Ferencevych. 1977–1985 (in the Manuscript Division of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv)","year":2019,"lang":"en","type":"article","venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","topic":"Diverse Scientific Research in Ukraine","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Woodcut; Ukrainian; Symbol (formal); Exhibition; Art history; Alphabet; Visual arts; China; Creativity; Art; Classics; Library science; Law; Political science; Computer science; Philosophy","score_opus":0.026341640484523286,"score_gpt":0.24806531504729254,"score_spread":0.22172367456276926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014148420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96188873,0.00032539346,0.000003054915,0.001088015,0.0005601465,0.0013674323,0.0005554922,0.000031856856,0.03417987],"genre_scores_gemma":[0.9906502,0.000049063034,0.0022019597,0.000047086,0.000037539143,0.000038007267,0.00015140873,0.000036834226,0.006787931],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9896945,0.0002135435,0.0021656044,0.0014753903,0.005690371,0.0007606192],"domain_scores_gemma":[0.9964969,0.0009538983,0.001334129,0.0004985474,0.00051368703,0.00020283122],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006978067,0.000444763,0.0008604373,0.0026015155,0.00017377632,0.00036882688,0.0027248734,0.00021595712,0.0027488659],"category_scores_gemma":[0.001346104,0.00037542768,0.00020904081,0.0070957993,0.0034254212,0.0054692007,0.0017387273,0.00046921,0.00003305197],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008765519,0.0021885058,0.43375024,0.0011129446,0.000057690686,0.000010275328,0.008740497,0.0008481546,0.49084955,0.03266694,0.02786656,0.0010320998],"study_design_scores_gemma":[0.0043612174,0.0010132183,0.8374778,0.0020739252,0.000026676596,0.000017227165,0.0025582435,0.011992729,0.10428999,0.02210772,0.013228236,0.00085298676],"about_ca_topic_score_codex":0.00023328948,"about_ca_topic_score_gemma":0.00006126549,"teacher_disagreement_score":0.4037276,"about_ca_system_score_codex":0.00015705534,"about_ca_system_score_gemma":0.00045888536,"threshold_uncertainty_score":0.99986976},"labels":[],"label_agreement":null},{"id":"W3014764465","doi":"10.37222/2524-0315-2019-11(27)-22","title":"The phaleristic items (1919–1939) which are collected in the Institute of Research of Library’s Art Resources of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","year":2019,"lang":"en","type":"article","venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Slavic languages; Serbian; German; Political science; State (computer science); Library science; Diplomacy; European union; Law; Geography; History; Classics; Politics","score_opus":0.05532524420176962,"score_gpt":0.3116677542828513,"score_spread":0.2563425100810817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014764465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9607629,0.001055468,5.2163887e-7,0.0071358574,0.0003997139,0.0013874792,0.00032859747,0.000025598625,0.028903872],"genre_scores_gemma":[0.99373186,0.00014481123,0.0006623701,0.00008421489,0.0001338715,0.0000515025,0.00018700896,0.000020095866,0.004984283],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99101734,0.00021470652,0.0023637593,0.0008739897,0.004913689,0.00061652967],"domain_scores_gemma":[0.9938844,0.002642353,0.0014098799,0.0003130226,0.0015596927,0.00019068037],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0075721033,0.0003023634,0.0009989149,0.0020326695,0.00020874999,0.00015485527,0.0020229432,0.00027096266,0.0006424191],"category_scores_gemma":[0.0054988493,0.00018144517,0.00021587947,0.012871451,0.0045201164,0.002035684,0.0006720203,0.0006481502,0.000005806769],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022799189,0.004455503,0.725563,0.0037883618,0.00015190661,0.000008058982,0.0048045767,0.00018231176,0.13573468,0.0681732,0.05411,0.00074849534],"study_design_scores_gemma":[0.0057072137,0.0019458889,0.8371169,0.00560483,0.000043427262,0.000020729676,0.0040997635,0.0045536314,0.05389755,0.030334217,0.056130633,0.00054521416],"about_ca_topic_score_codex":0.00006457952,"about_ca_topic_score_gemma":0.00004047075,"teacher_disagreement_score":0.11155391,"about_ca_system_score_codex":0.00004870326,"about_ca_system_score_gemma":0.0015759587,"threshold_uncertainty_score":0.99818903},"labels":[],"label_agreement":null},{"id":"W3015043394","doi":"10.37222/2524-0315-2019-11(27)-6","title":"Western Ukrainian books of 1914–1939 in Canadian libraries: Online catalogues and published sources","year":2019,"lang":"en","type":"article","venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","topic":"Library Science and Information","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Diaspora; Political science; Library science; Law; Computer science","score_opus":0.011453861560162043,"score_gpt":0.20820947725480707,"score_spread":0.19675561569464503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015043394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98644006,0.00027600778,0.000004538018,0.0022238602,0.0002671335,0.0003475796,0.0001163675,0.00003446226,0.010289999],"genre_scores_gemma":[0.99496686,0.000015017737,0.0040004645,0.00022099593,0.000042554515,0.0000066920093,0.00014737202,0.000009246129,0.0005908049],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973056,0.000014826519,0.0009191767,0.00044661286,0.0008585507,0.00045527887],"domain_scores_gemma":[0.99872565,0.00014713756,0.00049406977,0.0001762279,0.0002283831,0.00022853483],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0011362962,0.00017976141,0.0003570139,0.0018776593,0.00006631178,0.000513639,0.0013931151,0.00010913915,0.00005650988],"category_scores_gemma":[0.00018588573,0.00016673865,0.000060512044,0.0022299285,0.00038074,0.027193753,0.00043386378,0.00016013495,0.0000058933138],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019173034,0.0001606106,0.8907239,0.00033088453,0.000012953534,5.516304e-7,0.016867392,0.00005142484,0.00211978,0.08760955,0.0010326018,0.0010711777],"study_design_scores_gemma":[0.001922599,0.00037438126,0.88517755,0.00071797817,0.00000705131,0.00001895407,0.0018112202,0.02601213,0.021114916,0.013277794,0.04881566,0.000749732],"about_ca_topic_score_codex":0.0035248548,"about_ca_topic_score_gemma":0.0009929752,"teacher_disagreement_score":0.07433175,"about_ca_system_score_codex":0.000036303943,"about_ca_system_score_gemma":0.0008124586,"threshold_uncertainty_score":0.9864124},"labels":[],"label_agreement":null},{"id":"W4312465009","doi":"10.37222/2524-0315-2021-13(29)-10","title":"Activities of the Ukrainian Women’s Association of Canada in the 1920s and 1930s through the prism of publications of the calendars and almanacs of that time","year":2021,"lang":"en","type":"article","venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Ethnic group; Political science; Politics; Functional illiteracy; Association (psychology); Gender studies; Law; Sociology; Psychology","score_opus":0.009395818791956894,"score_gpt":0.20032330795247133,"score_spread":0.19092748916051444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312465009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9712059,0.00046269398,1.090613e-7,0.012180637,0.0001321741,0.00027889173,0.00033350053,0.0000020863317,0.015404006],"genre_scores_gemma":[0.9956639,0.00009683588,0.000046871166,0.000055030323,0.00002079507,0.0000122748115,0.0000044382687,0.000004691981,0.0040951665],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9978167,0.000096408585,0.00049706793,0.00016716914,0.0012599158,0.00016272879],"domain_scores_gemma":[0.99787354,0.00061871484,0.00097193796,0.00012245872,0.00038354396,0.000029771049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018263365,0.000072978735,0.00024593878,0.00022669513,0.00027916185,0.00005345889,0.0005787881,0.000068808775,0.00008126152],"category_scores_gemma":[0.0011212329,0.00005224982,0.0000716695,0.0014839609,0.0017637896,0.00074437837,0.00014221338,0.00012803082,2.7302095e-8],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050797342,0.00056670327,0.17745526,0.0009563357,0.00021168997,2.1866883e-7,0.5345499,0.000037786653,0.014379581,0.2093669,0.06151925,0.00090554357],"study_design_scores_gemma":[0.0008335482,0.00005543742,0.6994717,0.00044478342,0.000060673225,0.0000021750022,0.056656722,0.000094975425,0.015727554,0.014814831,0.21162693,0.00021066873],"about_ca_topic_score_codex":0.114011,"about_ca_topic_score_gemma":0.30519596,"teacher_disagreement_score":0.5220164,"about_ca_system_score_codex":0.00022523568,"about_ca_system_score_gemma":0.0026450874,"threshold_uncertainty_score":0.89188886},"labels":[],"label_agreement":null},{"id":"W4405944026","doi":"10.37222/2524-0315-2024-16(32)-13","title":"New acquisitions to the personal papers of Ivan Kalynovych as an example of archival fonds collecting","year":2024,"lang":"en","type":"article","venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History; Library science; Computer science","score_opus":0.06928459823507557,"score_gpt":0.3181084360564923,"score_spread":0.24882383782141673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405944026","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92447346,0.0004007827,0.0010615586,0.013778552,0.0010329762,0.0007675837,0.00016649305,0.000096533964,0.05822207],"genre_scores_gemma":[0.98351437,0.000006364593,0.014366487,0.00007896588,0.00020820927,0.000016415126,0.000021262027,0.000013362611,0.0017745544],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9960338,0.00004035417,0.0007472362,0.0007326673,0.0020805865,0.000365364],"domain_scores_gemma":[0.9980325,0.00072361773,0.00021779092,0.00023048208,0.0005289597,0.00026662345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023451142,0.00016337153,0.00029175004,0.0011482683,0.0001908188,0.00041175805,0.0019216043,0.000057784677,0.000264088],"category_scores_gemma":[0.00050708605,0.00012773194,0.0001790803,0.005322413,0.0005325543,0.0020421708,0.00058586436,0.00022618259,0.0000070095707],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007457809,0.00026338457,0.0005027142,0.0002735607,0.000055493532,0.0000017089139,0.011356532,0.00012302013,0.11621711,0.84208596,0.02241183,0.006634134],"study_design_scores_gemma":[0.0013521643,0.001789817,0.017627772,0.0014653319,0.000034805096,0.000055600227,0.0018678706,0.073170416,0.18869503,0.67430425,0.038868655,0.00076830195],"about_ca_topic_score_codex":0.00019809527,"about_ca_topic_score_gemma":0.000006248796,"teacher_disagreement_score":0.1677817,"about_ca_system_score_codex":0.000035999503,"about_ca_system_score_gemma":0.0010015583,"threshold_uncertainty_score":0.52087575},"labels":[],"label_agreement":null},{"id":"W7116294368","doi":"10.37222/2524-0315-2025-17(33)-16","title":"Documents and Archive Materials of “Plast Detachment ‘Chervona Kalyna’, New York, 1925–2006”","year":2025,"lang":"","type":"article","venue":"Proceedings of Vasyl Stefanyk National Scientific Library of Ukraine in Lviv","topic":"Military, Security, and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Torture; Independence (probability theory); Government (linguistics); Human settlement; World War II; Declaration; Spanish Civil War","score_opus":0.025526939739261952,"score_gpt":0.2949645258097303,"score_spread":0.26943758607046836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116294368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91299194,0.011777985,0.0000050414733,0.0076484643,0.002477203,0.001145322,0.0006698853,0.000029624858,0.06325456],"genre_scores_gemma":[0.9808503,0.0011643533,0.001730263,0.00010562255,0.00030101155,0.00003533408,0.00006302273,0.000017792203,0.015732326],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.994792,0.00008778831,0.0018746487,0.00090280967,0.0017729923,0.0005697821],"domain_scores_gemma":[0.9971416,0.0006270512,0.0010747939,0.00014373533,0.00077529566,0.00023751173],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026219292,0.00038074653,0.00088903354,0.0012530305,0.00045944282,0.0002903622,0.00088951265,0.00019207761,0.0009220246],"category_scores_gemma":[0.0008788008,0.0003907361,0.00018242803,0.0026751144,0.0022081393,0.001910377,0.00061774394,0.00019512462,0.000005772639],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051674724,0.0022481093,0.109619044,0.0034982273,0.00065304793,6.031187e-7,0.08976829,0.000025623103,0.025596574,0.4496981,0.3159729,0.002402726],"study_design_scores_gemma":[0.005731086,0.00066955783,0.20107502,0.0052664164,0.0004203011,0.0000035234305,0.051814757,0.00025009908,0.08400109,0.40246192,0.24673802,0.0015682203],"about_ca_topic_score_codex":0.00164476,"about_ca_topic_score_gemma":0.00011620997,"teacher_disagreement_score":0.09145597,"about_ca_system_score_codex":0.00010951721,"about_ca_system_score_gemma":0.0014409813,"threshold_uncertainty_score":0.99999124},"labels":[],"label_agreement":null}]}