{"id":"W4410881953","doi":"10.37213/cjal.2024.34858","title":"Éditorial","year":2025,"lang":"fr","type":"article","venue":"Canadian Journal of Applied Linguistics","topic":"Multiculturalism, Politics, Migration, Gender","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006543677,0.0002052527,0.0003439254,0.000269337,0.0005589346,0.0002207827,0.0004794938,0.0003639344,0.0004092574],"category_scores_gemma":[0.003848501,0.0002211227,0.0001513039,0.0003525959,0.001245122,0.00003118931,0.00001426403,0.0005320528,0.00007186611],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003235954,"about_ca_system_score_gemma":0.02149303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0398667,"about_ca_topic_score_gemma":0.1426609,"domain_scores_codex":[0.9979946,0.00008612145,0.0007365197,0.0001662827,0.0003469199,0.0006695483],"domain_scores_gemma":[0.9965683,0.0002333397,0.0003852829,0.00018293,0.001575339,0.001054763],"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":[0.000008291824,0.00001384631,0.0003731204,0.00003003485,0.00008376395,0.00004091454,0.01126416,0.0002147033,0.000005649826,0.6896391,0.2973828,0.0009436858],"study_design_scores_gemma":[0.0003948283,0.00002175916,0.0003926734,0.0001087233,0.0002023716,0.000002934122,0.006481493,0.00004566913,0.00008476704,0.009670148,0.9823987,0.0001959098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01076634,0.00426363,0.000339932,0.0128726,0.2393677,0.0003479288,0.0001713542,0.00001716217,0.7318533],"genre_scores_gemma":[0.8521665,0.000218498,0.002857127,0.006685556,0.08396451,0.000001876757,0.00001142687,0.0000313515,0.05406315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8414001,"threshold_uncertainty_score":0.9840542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06494174063208365,"score_gpt":0.3665859779700206,"score_spread":0.301644237337937,"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."}}