{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"10d31a822aad","filters":{"venue":"PARADIGM OF KNOWLEDGE"}},"results":[{"id":"W4389569232","doi":"10.26886/2520-7474.2(56)2023.5","title":"СOMPARATIVE ANALYSISOF THE EFFICIENCY OF FOREIGN LANGUAGE TRAINING OF UKRAINIAN ARMED FORCES OFFICERS AT HIGHER MILITARY EDUCATIONAL INSTITUTIONS","year":2023,"lang":"en","type":"article","venue":"PARADIGM OF KNOWLEDGE","topic":"Military, Security, and Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Ukrainian; Foreign language; Training (meteorology); Political science; Professional development; Pedagogy; Public relations; Sociology; Linguistics","authors":[{"name":"Liudmyla Kanova","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09387869446866608,"gpt":0.3864089269377188,"spread":0.2925302324690527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001454538,0.0001763011,0.000149149,0.00320789,0.000601567,0.001173905,0.0003145525,0.000178046,0.00364546],"category_scores_gemma":[0.004771804,0.0001004911,0.0002489288,0.002415918,0.0005560112,0.0007250994,0.001016153,0.0001622541,0.0005405176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002104232,"about_ca_system_score_gemma":0.002665155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062636,"about_ca_topic_score_gemma":0.01137838,"domain_scores_codex":[0.9983197,0.0004749195,0.0001246671,0.0001551618,0.0005381856,0.0003872703],"domain_scores_gemma":[0.9966714,0.0008509739,0.0009155861,0.0001841559,0.001037182,0.0003405782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001631733,0.0001688122,0.8668007,0.0001403034,0.000057101,0.000162845,0.005619549,0.001666868,0.00169913,0.004474812,0.001173887,0.1178729],"study_design_scores_gemma":[0.000002677466,0.00009151679,0.9890184,0.00003316014,0.00001530029,0.00009397994,0.004924032,0.0007494896,0.0007813399,0.0002737382,0.004009765,0.000006524141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880839,0.0002932597,0.0005909866,0.0001536411,0.000006036236,0.00001723987,0.0001796448,0.00001261033,0.01066276],"genre_scores_gemma":[0.9973844,0.0001785508,0.0002914674,0.00001177027,0.000004481558,0.000008637698,0.0001761182,0.000003375983,0.001941111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01062636,"threshold_uncertainty_score":0.02112901,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}