{"id":"W2610554213","doi":"","title":"Language culture and language politics - a quarter of a century of the monitoring service","year":2015,"lang":"en","type":"article","venue":"Novoe literaturnoe obozrenie","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Politics; Linguistics; Service (business); History; Political science; Business; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00009135476,0.0001103548,0.0001569517,0.00004515161,0.00006343883,0.000081649,0.0001501113,0.00005250098,0.0001552733],"category_scores_gemma":[0.00008509108,0.00007119539,0.00004632495,0.00006211015,0.00009396672,0.00007270255,0.00004566058,0.0001408485,0.000005328054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001449265,"about_ca_system_score_gemma":0.00007132273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005563249,"about_ca_topic_score_gemma":0.0001462674,"domain_scores_codex":[0.9993056,0.00004778669,0.0002204592,0.0001129264,0.0001704653,0.000142764],"domain_scores_gemma":[0.9992055,0.00003876001,0.0001235763,0.0002486899,0.0003062724,0.00007717004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001179408,0.00006687739,0.003734549,0.0001644697,0.00002572477,0.000002277109,0.9261698,3.738596e-7,0.0005725108,0.06698489,0.002042231,0.0002244673],"study_design_scores_gemma":[0.001462987,0.0001427676,0.003339295,0.0005833532,0.0001291906,0.00003044846,0.4287245,0.00003508811,0.005803698,0.001827229,0.557523,0.0003984963],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425755,0.004228939,7.808314e-7,0.0004298871,0.001865158,0.0001174671,0.0001498213,0.00002429033,0.05060823],"genre_scores_gemma":[0.9917631,0.000008849589,0.0001286447,0.0003091307,0.001462476,0.00000377416,0.00001901084,0.00001117045,0.006293851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5554807,"threshold_uncertainty_score":0.2903264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03521643525656651,"score_gpt":0.2951675198483122,"score_spread":0.2599510845917457,"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."}}