{"id":"W3087786343","doi":"10.32370/ia_2020_09_18","title":"The Main Factors in the Development of Modern Ukrainian Language Education in the Southern Regions of Ukraine","year":2020,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Political science; Personality; Foreign language; Multiculturalism; Language policy; Pedagogy; Sociology; Psychology; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00124972,0.00009000912,0.000124197,0.0000695309,0.0003400239,0.00002852149,0.0006822155,0.0000366766,0.00006710102],"category_scores_gemma":[0.002485434,0.00004935631,0.00005227741,0.000542692,0.0003735941,0.0000306797,0.0000394439,0.0002214121,0.00001177217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005015138,"about_ca_system_score_gemma":0.001397253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089124,"about_ca_topic_score_gemma":0.02465883,"domain_scores_codex":[0.9981726,0.0007726781,0.0003650807,0.0001254615,0.0003624138,0.0002016963],"domain_scores_gemma":[0.9968679,0.00280222,0.0001163561,0.0001314069,0.00004177976,0.00004037071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001436218,0.00008690274,0.0006700692,0.00000533057,0.00000863494,2.339468e-7,0.9774016,0.000002700637,0.0001113447,0.005562215,0.0007228924,0.01541369],"study_design_scores_gemma":[0.00008967557,0.00002215513,0.005610052,0.00002702532,0.00000340255,2.002475e-7,0.9480403,0.00003123915,0.00008448603,0.003498345,0.0425177,0.00007540853],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559594,0.0001222741,0.0003047852,0.01437188,0.00009052125,0.0004665708,0.00001125594,0.000009257098,0.02866401],"genre_scores_gemma":[0.9982918,0.00005697443,0.0003555614,0.0007905429,0.00007578884,0.00003607845,0.00001844268,0.000006319172,0.0003685016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04233234,"threshold_uncertainty_score":0.9931386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0487994942994732,"score_gpt":0.3296035124124648,"score_spread":0.2808040181129915,"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."}}