{"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":"38db7557eda4","filters":{"venue":"Oil and Gas Business"}},"results":[{"id":"W4390410215","doi":"10.17122/ngdelo-2023-6-78-87","title":"GAMMA AND ELECTRO-LOGGING DURING WELL WORKOVER USING THE TECHNOLOGY OF RADIAL BRANCHING OF FORMATION","year":2023,"lang":"en","type":"article","venue":"Oil and Gas Business","topic":"Oil and Gas Production Techniques","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":"Petroleum engineering; Geology; Drilling; Tight oil; Environmental science; Logging; Oil field; Fossil fuel; Oil shale; Engineering; Waste management; Geography; Mechanical engineering; Paleontology","authors":[{"name":"E.R. Sultanov","is_ca":false},{"name":"A.V. Lyagov","is_ca":false},{"name":"I.A. Lyagov","is_ca":false},{"name":"M.F. Nazyrov","is_ca":false},{"name":"V.A. Makarenko","is_ca":false},{"name":"Salavat Miftakhov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005905252521205303,"gpt":0.1965439380899572,"spread":0.1906386855687519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003456911,0.0004016813,0.0001153452,0.0006511894,0.0001876433,0.0003147508,0.000377002,0.0002655998,0.0007084382],"category_scores_gemma":[0.0006600664,0.0001375928,0.0001255674,0.0005260577,0.0004079669,0.0005384876,0.0004452116,0.0001822144,0.0002297151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182602,"about_ca_system_score_gemma":0.0002916836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004729229,"about_ca_topic_score_gemma":0.001205618,"domain_scores_codex":[0.9996892,0.00004771918,0.00001651838,0.00008224111,0.0001351991,0.00002916559],"domain_scores_gemma":[0.999503,0.0001266388,0.0001619228,0.00009702113,0.00009131597,0.00002012257],"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":[0.0006207023,0.00005441692,0.03494157,0.000278703,0.00001906219,0.0006267739,0.001072881,0.003311068,0.6690091,0.00152883,0.0004671431,0.2880697],"study_design_scores_gemma":[0.00003134267,0.001629897,0.1035763,0.0001241788,0.00008653402,0.003118013,0.00098553,0.01765322,0.8548259,0.001508485,0.01636456,0.00009610761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.736634,0.001258662,0.2555346,0.000110992,0.00007093116,0.0001384522,0.000227081,0.0006729651,0.005352245],"genre_scores_gemma":[0.9554881,0.0003308529,0.04246989,0.00002507871,0.0000105727,0.00002678262,0.00005043863,0.00002157582,0.001576621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007084382,"threshold_uncertainty_score":0.00236994,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2800684940","doi":"10.17122/ogbus-2018-2-129-142","title":"THE METHOD OF FORCING THE INDUSTRIAL SAFETY STRENGTHENING","year":2018,"lang":"en","type":"article","venue":"Oil and Gas Business","topic":"Engineering Diagnostics and Reliability","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":"Forcing (mathematics); Environmental science; Climatology; Geology","authors":[{"name":"И.Р. Байков","is_ca":false},{"name":"O.V. Smorodova","is_ca":false},{"name":"K.V. Sergeeva","is_ca":false},{"name":"V.D. Ilyina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01043916885432497,"gpt":0.2189820834008599,"spread":0.2085429145465349,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003164858,0.0005999978,0.0004284618,0.002095774,0.00340361,0.003093664,0.001477572,0.001667613,0.02262826],"category_scores_gemma":[0.005254787,0.0003920846,0.0009562743,0.001171276,0.008575284,0.002955408,0.004377057,0.002380986,0.005296104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128969,"about_ca_system_score_gemma":0.00540826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002330118,"about_ca_topic_score_gemma":0.002468173,"domain_scores_codex":[0.9966633,0.001195251,0.0001503946,0.0007347955,0.001006793,0.0002493884],"domain_scores_gemma":[0.9973456,0.0007117792,0.0002221965,0.00102789,0.0005235848,0.0001688729],"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":[0.00006407919,0.00009691175,0.0007066565,0.000250389,0.00002337077,0.0001380322,0.002435381,0.001529793,0.00359369,0.8724867,0.01224303,0.1064319],"study_design_scores_gemma":[0.00008151984,0.0002352827,0.001445052,0.0003586422,0.00004837496,0.0004131877,0.001639136,0.004090806,0.006530946,0.3246786,0.6603934,0.00008512017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02171547,0.001777751,0.4781281,0.009150526,0.002170205,0.0008472272,0.0002680644,0.002114414,0.4838282],"genre_scores_gemma":[0.4158618,0.002040186,0.3273374,0.003330776,0.0007476782,0.001708503,0.0002302244,0.0006824172,0.248061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02262826,"threshold_uncertainty_score":0.07569903,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}