{"id":"W4416447484","doi":"10.3196/003581225840540175","title":"French in Quebec Between Stability and Change","year":2025,"lang":"en","type":"article","venue":"Romanische Forschungen","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Western europe; Period (music)","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":[0.0005381398,0.00009278626,0.0001960172,0.00003582164,0.0004443662,0.00005605321,0.0001399556,0.0001108309,0.00005430025],"category_scores_gemma":[0.0003781601,0.00007976605,0.00003579483,0.0002165625,0.0002403264,0.0001302763,0.0001065216,0.0001163534,0.000009577314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199969,"about_ca_system_score_gemma":0.00007560089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3382036,"about_ca_topic_score_gemma":0.4811262,"domain_scores_codex":[0.9990844,0.0001225844,0.0001617768,0.0002085536,0.0001526021,0.0002700712],"domain_scores_gemma":[0.9995899,0.0001680657,0.00003226589,0.00009467544,0.00005465006,0.00006050284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001987,0.00001935305,0.87565,0.00002292115,0.00003506729,0.000001875418,0.06445347,1.266441e-8,0.00001098524,0.05415927,0.0005031261,0.00514187],"study_design_scores_gemma":[0.0002040764,0.00001344934,0.8516634,0.00003169843,0.00003251099,1.808041e-8,0.007243998,0.000002213651,0.00005288529,0.004715082,0.1359079,0.0001327793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083723,0.001636791,0.00001796061,0.00276316,0.00016635,0.0003656409,0.000009738116,0.00005617717,0.08661183],"genre_scores_gemma":[0.9945161,0.0001144736,0.0001604161,0.0001173249,0.0003038862,0.00004176002,0.000004460181,0.000003298601,0.004738295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1429225,"threshold_uncertainty_score":0.6662033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05468544286494439,"score_gpt":0.3245416172165729,"score_spread":0.2698561743516285,"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."}}