{"id":"W7053705455","doi":"","title":"КОРПУСНЫЕ ДАННЫЕ В РАЗРАБОТКЕ УЧЕБНЫХ СЛОВАРЕЙ СОЧЕТАЕМОСТИ","year":2023,"lang":"en","type":"article","venue":"Electronic Archive of the Russian State Pedagogical University (Russian State Vocational Pedagogical University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Term (time); Headline; Subject (documents); Nucleofection","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002967834,0.0005464646,0.0005479607,0.0006871183,0.0007758909,0.00005152357,0.001692692,0.0001758297,0.0004627201],"category_scores_gemma":[0.00002998907,0.000486015,0.0005082644,0.002694868,0.0007371327,0.000421918,0.0005685599,0.0009862899,0.0004584891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006029696,"about_ca_system_score_gemma":0.0006403803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001046248,"about_ca_topic_score_gemma":0.0002065755,"domain_scores_codex":[0.9964072,0.0003547485,0.0004506173,0.0007761758,0.0007286746,0.00128263],"domain_scores_gemma":[0.9980081,0.0004190234,0.0002204114,0.0007670332,0.00006614107,0.0005192674],"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":[0.0006197835,0.0004417931,0.0008858141,0.0001675303,0.0006271809,0.0002471099,0.003302356,0.02958771,0.003296663,0.9463302,0.01063029,0.003863584],"study_design_scores_gemma":[0.003648849,0.0004637788,0.06059651,0.0001540051,0.0003287371,0.00004982221,0.004442447,0.01549828,0.001593935,0.09472872,0.8165486,0.001946347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5836153,0.000274688,0.06803989,0.01143111,0.000595812,0.00254256,0.003109135,0.002987066,0.3274045],"genre_scores_gemma":[0.9126707,0.001419629,0.0005335506,0.00008535221,0.00008662386,0.000002835975,0.0003214285,0.00007213424,0.08480775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8516015,"threshold_uncertainty_score":0.9997591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137731535330665,"score_gpt":0.2444536491374054,"score_spread":0.2030763337840988,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}