{"id":"W2167647726","doi":"10.5539/ass.v11n6p56","title":"Multilingualism in Modern Kazakhstan: New Challenges","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multilingualism; Political science; Linguistics; Business; Philosophy","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":[0.001972237,0.00009705971,0.0001357646,0.0001747571,0.0005324317,0.0001276347,0.0006068967,0.000103805,0.00005704299],"category_scores_gemma":[0.001336824,0.0001031506,0.00003742567,0.0009687085,0.0008975309,0.0004254857,0.00005776028,0.000153378,0.00008082173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003923319,"about_ca_system_score_gemma":0.004056194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009145866,"about_ca_topic_score_gemma":0.008465768,"domain_scores_codex":[0.9979921,0.0001424484,0.0001863027,0.0003235802,0.0007812606,0.000574313],"domain_scores_gemma":[0.9990205,0.00004116242,0.00007322257,0.0001377373,0.0001650003,0.000562397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002774146,0.00002695774,0.0001209873,9.513033e-7,5.137787e-7,0.000001337178,0.4326826,3.490389e-7,0.00002441786,0.09553068,0.0003752657,0.4712331],"study_design_scores_gemma":[0.0008673589,0.00003119132,0.02617038,0.00002128815,0.000004673568,0.000001208787,0.4201984,0.000103473,0.0001324057,0.06867511,0.483335,0.0004595952],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03773751,0.0003135401,0.00002446032,0.01915516,0.0007582231,0.000167743,0.000001300549,0.00008364532,0.9417584],"genre_scores_gemma":[0.9930685,0.00006145455,0.0004286975,0.0005275979,0.001230265,0.00000499691,5.497565e-7,0.000007473606,0.004670533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9553309,"threshold_uncertainty_score":0.9974523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2055723607495408,"score_gpt":0.4994467333691948,"score_spread":0.293874372619654,"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."}}