{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"58014f957bb2","filters":{"venue":"Law and Safety"}},"results":[{"id":"W3096401751","doi":"10.32631/pb.2020.2.09","title":"Public Administration in the Field of Using and Protecting Land Resources: International Experience and Ukrainian Realities","year":2020,"lang":"en","type":"article","venue":"Law and Safety","topic":"Land Use and Management","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ukrainian; Land management; Land administration; Legislation; Government (linguistics); Field (mathematics); Cadastre; Business; Incentive; Environmental planning; Environmental resource management; Land use; Political science; Public administration; Economics; Geography; Law","authors":[{"name":"В. І. Теремецький","is_ca":false},{"name":"Г. П. Шуст","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07338926995980816,"gpt":0.3343819868481699,"spread":0.2609927168883618,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003500636,0.0002412006,0.0004604119,0.0009965294,0.004880651,0.004359624,0.0006043709,0.0008504551,0.001927573],"category_scores_gemma":[0.003941305,0.0002782142,0.0001869103,0.002372249,0.007214281,0.003703158,0.004634878,0.001593007,0.0002476157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004077304,"about_ca_system_score_gemma":0.004625966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0201835,"about_ca_topic_score_gemma":0.01845482,"domain_scores_codex":[0.9957396,0.002065956,0.0002152859,0.0002898426,0.0005139621,0.001175386],"domain_scores_gemma":[0.9976248,0.0008999874,0.000605872,0.0001753951,0.0002601247,0.0004337987],"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":[0.00003134194,0.00007756132,0.02583273,0.0001184122,0.00001119837,0.001083761,0.9426201,0.0002432747,0.0005883006,0.01101274,0.0007917315,0.01758878],"study_design_scores_gemma":[0.000003774323,0.0001090134,0.04337567,0.0001641052,0.000008058297,0.0006856111,0.8889276,0.0001812836,0.0003864767,0.0007712569,0.06535912,0.00002798794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834998,0.001384398,0.0002412489,0.001334732,0.00002133903,0.000008157896,0.00001133774,0.000009086499,0.01348999],"genre_scores_gemma":[0.9975921,0.0008422261,0.00004603029,0.000126255,0.000006368663,0.000003931493,0.000008898776,0.000004567541,0.001369587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0201835,"threshold_uncertainty_score":0.04013205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415331663","doi":"10.32631/pb.2025.3.10","title":"Узагальнення кращих практик зарубіжних держав у сфері протидії корупції для України","year":2025,"lang":"uk","type":"article","venue":"Law and Safety","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Legislation; Politics; Civil society; Openness to experience; Government (linguistics); Ukrainian; Independence (probability theory)","authors":[{"name":"Olha Bondarenko","is_ca":false},{"name":"O. O. Tymoshenko","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01227959373608026,"gpt":0.2760699140939595,"spread":0.2637903203578792,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002514994,0.0005463369,0.0003373732,0.00208894,0.001743493,0.006043605,0.0004906544,0.001252277,0.02008375],"category_scores_gemma":[0.003926179,0.0005958144,0.0006090858,0.002084689,0.00370954,0.002088636,0.001971775,0.002445317,0.009458146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002210021,"about_ca_system_score_gemma":0.00413892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004604796,"about_ca_topic_score_gemma":0.004267132,"domain_scores_codex":[0.997438,0.0005355128,0.0001672377,0.0003607218,0.001252608,0.0002459158],"domain_scores_gemma":[0.9981852,0.0005345251,0.0003145474,0.0003221766,0.0005130648,0.0001304614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006547807,0.00006372103,0.002238682,0.0003698384,0.00002983729,0.0005664986,0.002876031,0.00180877,0.004904428,0.7888409,0.01061644,0.1876193],"study_design_scores_gemma":[0.00002963329,0.00009523644,0.006100672,0.000403126,0.00003976791,0.000828849,0.00186568,0.001499062,0.005051269,0.159932,0.8240662,0.00008849423],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.05443038,0.01886936,0.1201823,0.01146557,0.001988174,0.000380754,0.0008198741,0.0006175416,0.7912461],"genre_scores_gemma":[0.7035113,0.02026817,0.09779906,0.001009681,0.0008546597,0.0006118781,0.0005320847,0.0004439328,0.1749693],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02008375,"threshold_uncertainty_score":0.06718683,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313496259","doi":"10.32631/pb.2022.3.09","title":"Directions for the implementation of foreign experience in operative and investigative counteraction to intentional murders by criminal police units (on the example of Canada and the USA)","year":2022,"lang":"en","type":"article","venue":"Law and Safety","topic":"Ukrainian Legal and Forensic Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Criminology; Psychology; Political science; Law","authors":[{"name":"Ye. S. Khyzhnyak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06422332802707438,"gpt":0.3349928181110579,"spread":0.2707694900839835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01516385,0.0003222921,0.0003104714,0.001303891,0.00445671,0.007070648,0.001799626,0.002220521,0.009116871],"category_scores_gemma":[0.01034827,0.0002342191,0.0005835056,0.0008506346,0.005466236,0.004577429,0.00587319,0.003058027,0.0009526142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007021155,"about_ca_system_score_gemma":0.04373898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02447293,"about_ca_topic_score_gemma":0.03182118,"domain_scores_codex":[0.9909909,0.006213396,0.0001893329,0.0003564762,0.0004746878,0.001775167],"domain_scores_gemma":[0.980131,0.006036977,0.001645119,0.001260683,0.003681469,0.007244784],"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":[0.0004306342,0.00151116,0.03639549,0.002077245,0.00007722312,0.001215509,0.1644079,0.0006201875,0.002938047,0.1815533,0.04684456,0.5619287],"study_design_scores_gemma":[0.0001379365,0.001326303,0.08638719,0.004163825,0.00008094616,0.0008995258,0.3156787,0.0004445278,0.002537655,0.02082482,0.5674164,0.0001021752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.3029808,0.06126615,0.01744318,0.4123257,0.002287733,0.001148004,0.0002117074,0.0003540025,0.2019828],"genre_scores_gemma":[0.9157149,0.01392044,0.02776097,0.01869734,0.000392278,0.0006551534,0.0001846939,0.00005612453,0.02261806],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.975527,"threshold_uncertainty_score":0.08019507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415331544","doi":"10.32631/pb.2025.3.09","title":"Вплив поширення штучного інтелекту на реалізацію права на достатній рівень життя","year":2025,"lang":"uk","type":"article","venue":"Law and Safety","topic":"Digital Transformation in Industry","field":"Engineering","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":"Productivity; Automation; Dividend; Wage; Human intelligence; Empirical research; Empirical evidence; Raw data","authors":[{"name":"V. V. Maltsev","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007736418305215936,"gpt":0.2156514981912075,"spread":0.2079150798859915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001532524,0.0004383214,0.000262791,0.002146747,0.002000155,0.00523412,0.000558336,0.001192076,0.02549099],"category_scores_gemma":[0.00340472,0.0005886122,0.0004858049,0.001886111,0.003079645,0.002279328,0.001591984,0.002233044,0.009894835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002023258,"about_ca_system_score_gemma":0.003233425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006260423,"about_ca_topic_score_gemma":0.007290462,"domain_scores_codex":[0.9983267,0.0003117988,0.0001103619,0.0003064742,0.0007812529,0.0001633627],"domain_scores_gemma":[0.9988758,0.0003406557,0.0001764018,0.0002012046,0.0003256726,0.0000802763],"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":[0.0000561245,0.00004238395,0.001528862,0.0002537676,0.00002088939,0.0006628454,0.002833301,0.001049738,0.00397182,0.811237,0.006967557,0.1713757],"study_design_scores_gemma":[0.00002462223,0.00006772752,0.004345716,0.0002870728,0.00003721724,0.001113824,0.001675937,0.0009976786,0.004382476,0.1882717,0.7987244,0.00007168633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04363835,0.01016556,0.1390529,0.005180886,0.001267434,0.0002249483,0.0006001694,0.0004395324,0.7994304],"genre_scores_gemma":[0.6609385,0.01397104,0.1440026,0.0006565875,0.000627593,0.0004123375,0.0004475997,0.0005674596,0.1783763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02549099,"threshold_uncertainty_score":0.08527589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}