{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"864367f80943","filters":{"venue":"Central Ukrainian Scientific Bulletin Technical Sciences"}},"results":[{"id":"W4394921943","doi":"10.32515/2664-262x.2023.8(39).2.35-40","title":"Dependence of the structure of electric arc coatings on the parameters of sputtering of parts of transport equipment","year":2023,"lang":"en","type":"article","venue":"Central Ukrainian Scientific Bulletin Technical Sciences","topic":"Material Properties and Applications","field":"Materials 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":"Materials science; Jet (fluid); Electric arc; Composite material; Supersonic speed; Atmospheric pressure; Coating; Metallurgy; Nozzle; Electrode; Mechanics; Chemistry; Mechanical engineering","authors":[{"name":"М. М. Студент","is_ca":false},{"name":"Sergiy Markovych","is_ca":false},{"name":"Khrystyna Zadopozna","is_ca":false},{"name":"Volodymyr Hvozdetskii","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0302206370919593,"gpt":0.2451504598921809,"spread":0.2149298228002216,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001814165,0.0001226325,0.0003052543,0.00008750343,0.0002134063,0.00002774548,0.001494559,0.00005813121,0.0004313365],"category_scores_gemma":[0.0002780799,0.00006478555,0.0001298612,0.001343097,0.003018641,0.0000358564,0.000179861,0.00008991085,0.000003262337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001523811,"about_ca_system_score_gemma":0.0001151873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001380212,"about_ca_topic_score_gemma":0.00001368554,"domain_scores_codex":[0.9973736,0.00009907698,0.0007923379,0.0003821506,0.0009596692,0.0003931515],"domain_scores_gemma":[0.99843,0.0002381049,0.0006579834,0.0005041145,0.0001135814,0.00005624874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001855404,0.00004742017,0.000407642,0.00008652575,0.000002235323,1.461519e-7,0.0006114634,0.0005650715,0.9963003,0.001470582,0.0001360797,0.0003540201],"study_design_scores_gemma":[0.00007025489,0.0001330436,0.006265954,0.0001796614,0.0000117664,0.000001209212,0.0002016103,0.0001074536,0.9919257,0.0004296541,0.0006027897,0.00007088294],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976749,0.00001814511,0.00004124971,0.001199095,0.0002928835,0.0004295665,0.0001127916,0.00001958328,0.0002117781],"genre_scores_gemma":[0.9991177,0.000008280768,0.000786556,0.0000241931,0.000008528225,0.000007639671,0.000001554271,0.00000510379,0.00004045679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005858311,"threshold_uncertainty_score":0.9996946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407233224","doi":"10.32515/2664-262x.2024.10(41).1.300-305","title":"Peculiarities of Regulating the Movement of Vehicles on Specific Sections of the Street and Road Network of Cities with Heavy Traffic Flow","year":2024,"lang":"en","type":"article","venue":"Central Ukrainian Scientific Bulletin Technical Sciences","topic":"Transportation Systems and Logistics","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":"Movement (music); Transport engineering; Traffic flow (computer networking); Flow (mathematics); Engineering; Computer science; Art; Mechanics; Computer security; Aesthetics; Physics","authors":[{"name":"Volodymyr Dzyura","is_ca":false},{"name":"Yuriy Vovk","is_ca":false},{"name":"Mariya Babii","is_ca":false},{"name":"Anatoliy Matviyishyn","is_ca":false},{"name":"Uliana Plekan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0162366901369761,"gpt":0.2058248285083552,"spread":0.1895881383713791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000800201,0.0001012765,0.0001917115,0.00005233113,0.0001974908,0.00006049688,0.0002870571,0.00004337436,0.00002932241],"category_scores_gemma":[0.00002108643,0.00005482672,0.0000753428,0.0007257438,0.002645693,0.0000286877,0.00002133032,0.000114588,2.216775e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001589791,"about_ca_system_score_gemma":0.00004902744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003422789,"about_ca_topic_score_gemma":0.0001494539,"domain_scores_codex":[0.9985909,0.00003843907,0.0004549335,0.0002028096,0.0004943367,0.0002186093],"domain_scores_gemma":[0.9994124,0.0001848915,0.00009830821,0.0002071504,0.000061429,0.00003577549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002650616,0.00007543799,0.00221355,0.0006952273,0.00005541203,0.000001365822,0.009567881,0.9390031,0.006442134,0.02684045,0.002733884,0.01234507],"study_design_scores_gemma":[0.001657344,0.002201325,0.5479738,0.01421715,0.0003397648,0.00004703471,0.05680424,0.1784348,0.09491447,0.003071218,0.09866391,0.001674929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968098,0.0009750333,0.0003106839,0.0003057501,0.0005662164,0.0002288126,0.00009179909,0.00005050536,0.0006614026],"genre_scores_gemma":[0.9986891,0.0000319015,0.001166537,0.000004469522,0.00003816352,0.000005500382,0.000001556676,0.000006262538,0.00005648182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7605683,"threshold_uncertainty_score":0.9748168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}