{"meta":{"query_hash":"cdcd896cbdda","filters":{"venue":"ТЕНДЕНЦИИ РАЗВИТИЯ НАУКИ И ОБРАЗОВАНИЯ"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/cdcd896cbdda","api":"https://metacan.xera.ac/api/v1/cohort?venue=%D0%A2%D0%95%D0%9D%D0%94%D0%95%D0%9D%D0%A6%D0%98%D0%98+%D0%A0%D0%90%D0%97%D0%92%D0%98%D0%A2%D0%98%D0%AF+%D0%9D%D0%90%D0%A3%D0%9A%D0%98+%D0%98+%D0%9E%D0%91%D0%A0%D0%90%D0%97%D0%9E%D0%92%D0%90%D0%9D%D0%98%D0%AF"},"results":[{"id":"W4385561045","doi":"10.18411/trnio-12-2022-404","title":"Environmental Impacts of chemical composition Produced Water (оn the Siyazan field example)","year":2022,"lang":"en","type":"article","venue":"ТЕНДЕНЦИИ РАЗВИТИЯ НАУКИ И ОБРАЗОВАНИЯ","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Environmental science; Environmental chemistry; Pollution; Chemical composition; Composition (language); Fossil fuel; Produced water; Hydrology (agriculture); Geology; Environmental engineering; Chemistry; Ecology","score_opus":0.01694564341323183,"score_gpt":0.17572458214535722,"score_spread":0.1587789387321254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385561045","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":[0.9942055,0.00024842762,0.000016770378,0.0031806943,0.00033332116,0.000321668,0.00006398597,0.00003473258,0.0015949229],"genre_scores_gemma":[0.99838877,0.000036317917,0.00006395819,0.00082720665,0.00015204483,0.000014300409,0.00046155948,0.0000046337314,0.000051213603],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983839,0.00014825274,0.00030533597,0.00032118257,0.00044039375,0.00040095867],"domain_scores_gemma":[0.999382,0.00015222626,0.00009360564,0.000274305,0.000012552367,0.00008526924],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038025502,0.00016763266,0.00021042062,0.000033314154,0.00050552475,0.000029314473,0.00032251113,0.00005061076,0.01678954],"category_scores_gemma":[0.000019414696,0.000097075186,0.00010337258,0.00012019784,0.000120257246,0.00012926506,0.00013690098,0.0002710669,0.0001597549],"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":[0.0013291634,0.0007576899,0.44042218,0.000092395116,0.00025280938,0.00007555697,0.009764776,0.006495306,0.39461067,0.000273173,0.016085114,0.12984116],"study_design_scores_gemma":[0.0017816484,0.0025387555,0.57365304,0.000018618417,0.00013590444,0.00015691128,0.0045611677,0.0034133028,0.377401,0.003340335,0.031970397,0.0010289426],"about_ca_topic_score_codex":0.0015768259,"about_ca_topic_score_gemma":0.0001924865,"teacher_disagreement_score":0.13323085,"about_ca_system_score_codex":0.000016028598,"about_ca_system_score_gemma":0.000010954029,"threshold_uncertainty_score":0.9841092},"labels":[],"label_agreement":null},{"id":"W4393871442","doi":"10.18411/trnio-02-2024-93","title":"The development of patient-centered communicative skills in medical university","year":2024,"lang":"en","type":"article","venue":"ТЕНДЕНЦИИ РАЗВИТИЯ НАУКИ И ОБРАЗОВАНИЯ","topic":"Education and Communication 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":"Communicative language teaching; Psychology; Medical education; Communicative competence; Mathematics education; Pedagogy; Medicine","score_opus":0.038452003642345224,"score_gpt":0.36433187043163906,"score_spread":0.3258798667892938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393871442","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":[0.5264053,0.007487378,0.00016471632,0.03798846,0.0013826785,0.00075277936,0.000014469938,0.00024935856,0.42555487],"genre_scores_gemma":[0.9934764,0.0030845024,0.000632771,0.00014078103,0.000029553887,0.0000136781,0.000007747949,0.0000088634715,0.0026057325],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99782884,0.0006945261,0.00041477857,0.00018669944,0.0005957944,0.00027933088],"domain_scores_gemma":[0.99785256,0.0012838866,0.00010722906,0.00048049452,0.00015510194,0.00012074174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013888679,0.000111013745,0.00017260974,0.00012526623,0.0009331957,0.000055938814,0.0010758083,0.00009579327,0.0005637557],"category_scores_gemma":[0.00040869456,0.000090546906,0.00007242071,0.0007684149,0.00076696504,0.0001464532,0.00038869723,0.0003174809,0.00008868833],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031218067,0.00055323547,0.008601773,0.000031421645,0.00013705285,0.000006273753,0.3716226,0.0000011819424,0.000016078555,0.1619221,0.0062820613,0.450795],"study_design_scores_gemma":[0.00019818699,0.000014188658,0.016692054,0.00019206294,0.000007767012,4.9173866e-7,0.121602155,0.000024233854,0.00008339833,0.00096825766,0.8600874,0.00012982973],"about_ca_topic_score_codex":0.00042339356,"about_ca_topic_score_gemma":0.031709693,"teacher_disagreement_score":0.8538053,"about_ca_system_score_codex":0.000280506,"about_ca_system_score_gemma":0.0011672983,"threshold_uncertainty_score":0.98595905},"labels":[],"label_agreement":null}]}