{"id":"W7130315762","doi":"10.7202/1122991ar","title":"Le rapport à la lecture des futurs enseignants de français du Québec","year":2025,"lang":"fr","type":"article","venue":"La Revue de l'AQEFLS/Revue de l'AQEFLS","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portrait; Continuing education; Ethnic discrimination; Occupational training","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.004042086,0.0003804704,0.0002853375,0.00134765,0.007916034,0.003039342,0.0008209485,0.0009293313,0.01880322],"category_scores_gemma":[0.009036901,0.0002207768,0.000260114,0.001757123,0.001804665,0.0008192292,0.001725599,0.001222156,0.001827778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01885401,"about_ca_system_score_gemma":0.02608673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7698202,"about_ca_topic_score_gemma":0.9254981,"domain_scores_codex":[0.996864,0.00126319,0.00010135,0.0002475327,0.0008058692,0.0007181952],"domain_scores_gemma":[0.9900019,0.002819038,0.0005953269,0.0001990858,0.004204916,0.002179686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003910048,0.0003575743,0.1524475,0.001075139,0.00009505593,0.005183935,0.4496352,0.0009111461,0.006972478,0.007950823,0.0636697,0.3113105],"study_design_scores_gemma":[0.00001511908,0.0003173996,0.3018187,0.0008262948,0.0000454707,0.0007851027,0.2871271,0.0004773337,0.00168161,0.0003380142,0.4064549,0.0001129213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038343,0.006016821,0.002527689,0.01272031,0.0009606347,0.0001910274,0.0006336489,0.00008072293,0.07303487],"genre_scores_gemma":[0.8508905,0.003432394,0.001472715,0.001325563,0.0001169113,0.0001114768,0.0002515861,0.00004022304,0.1423587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2301798,"threshold_uncertainty_score":0.4630708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021210100278474,"score_gpt":0.2719751501011587,"score_spread":0.251763049098374,"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."}}