{"id":"W2354801656","doi":"","title":"Language Management Practice in Canada","year":2013,"lang":"en","type":"article","venue":"Journal of Northeast Normal University","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language industry; Promotion (chess); Plan (archaeology); Universal Networking Language; Language policy; Computer science; Comprehension approach; Political science; Natural language; Sociology; Artificial intelligence; Pedagogy; Geography","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":[0.0002564329,0.00003435673,0.00006475112,0.00009253899,0.00009862102,0.0000137025,0.0001735437,0.00001630242,0.0005864238],"category_scores_gemma":[0.00008255414,0.00003501269,0.00002492578,0.0001877747,0.0000256769,0.000444805,0.00001874155,0.000122005,0.0000154817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005267314,"about_ca_system_score_gemma":0.001320091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9673158,"about_ca_topic_score_gemma":0.950019,"domain_scores_codex":[0.9993644,0.0001301892,0.0001068776,0.0000371073,0.0002286199,0.0001327665],"domain_scores_gemma":[0.9994579,0.0000742021,0.0001407443,0.00004680797,0.0001436843,0.000136678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002486134,0.0005547935,0.4021351,0.0000414787,0.0001610135,0.001661918,0.2235561,0.0005227863,0.00001434987,0.01317561,0.02540118,0.332527],"study_design_scores_gemma":[0.0003411832,0.00001123658,0.2274831,0.00001374124,0.00001288123,0.00001056467,0.2736914,0.00001284178,0.000002181717,0.000009789449,0.4983483,0.00006286085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8107404,0.00002147156,0.000006267794,0.00413239,0.000200954,0.00005760676,0.000001122844,0.000002162236,0.1848376],"genre_scores_gemma":[0.9959571,0.00008312725,0.0002954265,0.0004462296,0.00009744846,4.263065e-8,2.52085e-7,0.000001525171,0.003118868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4729471,"threshold_uncertainty_score":0.6420929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232558482322434,"score_gpt":0.3125567462986445,"score_spread":0.3002311614754202,"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."}}