{"id":"W4409418842","doi":"10.24124/c677/20251932","title":"The languages of the 2022 provincial election in Quebec","year":2025,"lang":"en","type":"article","venue":"Canadian Political Science Review","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science; Political economy; Public administration; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002496188,0.0001509069,0.000168335,0.001625674,0.006797065,0.004278335,0.0006551716,0.000498093,0.005495486],"category_scores_gemma":[0.006817068,0.0001414684,0.0001825676,0.003534206,0.002279969,0.0009327977,0.001149732,0.001070138,0.0003015976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08292037,"about_ca_system_score_gemma":0.05641871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9921739,"about_ca_topic_score_gemma":0.9947007,"domain_scores_codex":[0.9984108,0.0005855815,0.00004545106,0.0001176674,0.0004612454,0.0003792282],"domain_scores_gemma":[0.995362,0.001556604,0.0003869439,0.00009787972,0.002220851,0.0003757721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004681081,0.0001195717,0.1324322,0.0009956551,0.00007403121,0.002002368,0.5107572,0.001144898,0.003145752,0.08059383,0.09574943,0.1725169],"study_design_scores_gemma":[0.00002689635,0.00005011629,0.2789562,0.0008134453,0.00005051692,0.0002071919,0.3140296,0.001177444,0.000924563,0.00149092,0.4021784,0.0000946636],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8483283,0.006889516,0.0005386355,0.02237849,0.0002151425,0.00008875137,0.002462479,0.00004563478,0.119053],"genre_scores_gemma":[0.9859059,0.001136076,0.0001801362,0.0005024282,0.00001361488,0.00001884279,0.0002913505,0.00001527846,0.01193625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08292037,"threshold_uncertainty_score":0.6016322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285348367097496,"score_gpt":0.2986478001804968,"score_spread":0.2857943165095219,"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."}}