{"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":"cdcd896cbdda","filters":{"venue":"ТЕНДЕНЦИИ РАЗВИТИЯ НАУКИ И ОБРАЗОВАНИЯ"}},"results":[{"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,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Communicative language teaching; Psychology; Medical education; Communicative competence; Mathematics education; Pedagogy; Medicine","authors":[{"name":"Oleksandra MAKAROVA","is_ca":false},{"name":"Марія Доценко","is_ca":false},{"name":"S.N. Tatyankina","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03845200364234522,"gpt":0.3643318704316391,"spread":0.3258798667892938,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004996016,0.0002009122,0.0001599081,0.001075076,0.001938416,0.002555336,0.0005223697,0.0008313214,0.002103384],"category_scores_gemma":[0.009765672,0.0002144029,0.0001943393,0.0003557474,0.003265613,0.001455492,0.002698792,0.001239834,0.0003553311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104891,"about_ca_system_score_gemma":0.003572437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003234087,"about_ca_topic_score_gemma":0.0004609872,"domain_scores_codex":[0.9944993,0.004430708,0.0001116096,0.0001498397,0.00051639,0.0002921468],"domain_scores_gemma":[0.9956018,0.002426598,0.0004390392,0.0002884536,0.0004116595,0.0008324876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009730917,0.001058365,0.01435998,0.0005185842,0.00001684326,0.001130469,0.3626621,0.0004259842,0.008864796,0.1123833,0.005019974,0.4934621],"study_design_scores_gemma":[0.0001410902,0.002714429,0.1595261,0.002632304,0.00009306175,0.01100635,0.3371587,0.005353223,0.03748694,0.1253529,0.3182868,0.0002481019],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8062003,0.002403404,0.03113617,0.006378331,0.0001574177,0.0003059086,0.00002337849,0.0002746566,0.1531204],"genre_scores_gemma":[0.9865379,0.0004236332,0.008470689,0.0002061637,0.00002290135,0.00006171806,0.000007057487,0.00001083092,0.004259072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004996016,"threshold_uncertainty_score":0.02642179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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","authors":[{"name":"N.I. Mammadova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01694564341323183,"gpt":0.1757245821453572,"spread":0.1587789387321254,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006762345,0.000124377,0.00007149942,0.0004066024,0.0003130554,0.000356615,0.00009371122,0.0001373786,0.002163589],"category_scores_gemma":[0.00007799106,0.00004991558,0.0000960131,0.0006993348,0.0003425193,0.0001904525,0.0004314748,0.00009679237,0.00009031699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009336976,"about_ca_system_score_gemma":0.0004306568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02754591,"about_ca_topic_score_gemma":0.07358807,"domain_scores_codex":[0.9999278,0.000009992101,0.000003077906,0.00001574024,0.00002310108,0.00002027891],"domain_scores_gemma":[0.9999619,0.000004954455,0.00001438009,0.000002723689,0.00001110416,0.000004964454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008194012,0.0001533316,0.6304346,0.0008360025,0.0001579034,0.00508634,0.002270082,0.01687055,0.1147748,0.01725212,0.003566088,0.2077787],"study_design_scores_gemma":[0.00003039177,0.0004864072,0.8714629,0.00009638783,0.00008442665,0.0007877151,0.006463279,0.004029048,0.04162761,0.00231749,0.0725805,0.00003383744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862605,0.0004095388,0.0005359479,0.0001288181,0.00001087431,0.00001266105,0.0005119394,0.00001169846,0.01211806],"genre_scores_gemma":[0.9968566,0.0004158911,0.0004167424,0.00001478949,0.00000212775,0.000004126664,0.0001993919,0.000001921801,0.002088453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02754591,"threshold_uncertainty_score":0.05477113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}