{"id":"W4413575919","doi":"10.64628/aam.yc5qjppxx","title":"We speak a lot of languages in Canada — elections should reflect our diversity","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Linguistics; Political science; History; Philosophy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003048696,0.0004532365,0.0007684786,0.00178182,0.0197916,0.01554225,0.001010609,0.002431513,0.03014727],"category_scores_gemma":[0.01261859,0.0004056442,0.0004474519,0.004304815,0.005422892,0.004066797,0.0035406,0.005147785,0.001853602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07297595,"about_ca_system_score_gemma":0.1437657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9862316,"about_ca_topic_score_gemma":0.993244,"domain_scores_codex":[0.9938857,0.0008057097,0.0001059832,0.0005089249,0.002006186,0.002687352],"domain_scores_gemma":[0.9924157,0.001144665,0.0002982303,0.0002727695,0.002862178,0.003006505],"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":[0.00008655607,0.00004443241,0.01309116,0.0001058667,0.00008545895,0.0001756572,0.007778974,0.0009250407,0.0004737116,0.6850638,0.2495305,0.04263878],"study_design_scores_gemma":[0.0000392548,0.00001598707,0.03407026,0.0003140516,0.00005000109,0.0001015125,0.02755823,0.00143261,0.0007906848,0.1214685,0.8140055,0.0001534966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1087719,0.005974366,0.005926225,0.3564727,0.00275913,0.0001002866,0.00357713,0.0002787882,0.5161395],"genre_scores_gemma":[0.7566918,0.002448615,0.003377316,0.02489169,0.0004062714,0.00004543565,0.0008052487,0.0002463987,0.2110872],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07297595,"threshold_uncertainty_score":0.52948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805493338601742,"score_gpt":0.4946754196817867,"score_spread":0.3141260858216125,"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."}}