{"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":"bdbe6793ceb1","filters":{"venue":"Transport Technician Education and Practice"}},"results":[{"id":"W4311161463","doi":"10.46684/2687-1033.2022.4.441-447","title":"Towards modern railroads","year":2022,"lang":"en","type":"article","venue":"Transport Technician Education and Practice","topic":"Regional Socio-Economic Development Trends","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":"Ticket; Context (archaeology); Quarter (Canadian coin); State (computer science); Economic history; World War II; History; Engineering; Archaeology; Computer science; Computer security","authors":[{"name":"A. B. Voulfov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03134744289156385,"gpt":0.3479778303289773,"spread":0.3166303874374135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001336412,0.00008283296,0.00009729255,0.00009569945,0.0009608408,0.00002975401,0.0002019317,0.00004886969,0.001206957],"category_scores_gemma":[0.00009816117,0.0001003814,0.00003736744,0.0002686044,0.0001300588,0.0004303987,0.0000176585,0.0002152771,0.00001628003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002637129,"about_ca_system_score_gemma":0.00140746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001744437,"about_ca_topic_score_gemma":0.0002480061,"domain_scores_codex":[0.9989145,0.000195152,0.000179409,0.0002218025,0.0003069369,0.0001821962],"domain_scores_gemma":[0.9994636,0.0001274328,0.0001180326,0.0001262013,0.00005728215,0.0001074305],"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":[0.00008158827,0.0006268442,0.003374569,0.0000100365,0.00004414167,0.000006315716,0.07304044,0.00002213785,0.00004604225,0.1945074,0.01582282,0.7124177],"study_design_scores_gemma":[0.00009421852,0.00001666616,0.01268808,0.000002578363,0.00002455209,0.00001643323,0.02572716,0.000004350017,0.000002433341,0.004082493,0.9572085,0.0001325609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04088231,0.0008142406,0.0007787984,0.1004289,0.001006092,0.0003801798,0.00001134436,0.0002738655,0.8554243],"genre_scores_gemma":[0.9786793,0.0003885959,0.002362251,0.003436382,0.0001246578,0.0001484626,0.00003757745,0.00001349889,0.01480925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9413856,"threshold_uncertainty_score":0.9997061,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411432086","doi":"10.46684/2687-1033.2025.2.188-195","title":"Artificial intelligence as a key to improving the efficiency of logistics operations","year":2025,"lang":"en","type":"article","venue":"Transport Technician Education and Practice","topic":"Regional Economic Development and Innovation","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":false},"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Key (lock); Economic shortage; Process (computing); Computer science; Humanitarian Logistics; Port (circuit theory); Investment (military); Business; Operations management; Engineering management; Process management; Operations research; Engineering; Computer security","authors":[{"name":"O. Korostin","is_ca":false},{"name":"A. Blazhkovskii","is_ca":false},{"name":"I. Tretiakov","is_ca":true},{"name":"M. Stepanov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03149686253829591,"gpt":0.306157862624315,"spread":0.2746610000860191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005800201,0.00007440823,0.00007851689,0.0002140241,0.0001840439,0.00007944992,0.0001433077,0.00003539218,0.00004628042],"category_scores_gemma":[0.0005341357,0.00006223261,0.00001761117,0.0006976394,0.00005759563,0.0005365083,0.00001850426,0.00008372498,0.00003933342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000195019,"about_ca_system_score_gemma":0.0002083352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005770732,"about_ca_topic_score_gemma":0.00007666089,"domain_scores_codex":[0.9993554,0.000006454423,0.0003235005,0.0001496863,0.00008076547,0.00008420988],"domain_scores_gemma":[0.9994149,0.00008495393,0.0001111986,0.0001158649,0.0002668662,0.000006194157],"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":[0.00004440322,0.0001742117,0.0002750908,0.00004820375,0.000009178569,2.753403e-7,0.0002744985,0.0001596157,0.001438749,0.9196853,0.000964414,0.07692603],"study_design_scores_gemma":[0.0001574045,0.00007477161,0.03004735,0.0002992082,0.0003817804,0.0000219164,0.0213456,0.006280376,0.004300585,0.07132765,0.8650216,0.0007417143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1717705,0.0001801147,0.4147491,0.0927045,0.001372447,0.00134963,0.000002733402,0.0001442775,0.3177267],"genre_scores_gemma":[0.9877725,0.00002015043,0.002657605,0.008749844,0.0001217191,0.00003407585,0.00001509803,0.000005023674,0.0006240312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8640572,"threshold_uncertainty_score":0.2537772,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}