{"id":"W3041333345","doi":"10.21230/reefmm39","title":"Perception de la diversité linguistique en milieu universitaire francophone minoritaire: un regard sur les attitudes des étudiants et les défis de gestion de la classe","year":2020,"lang":"fr","type":"article","venue":"Éducation Francophone en Milieu Minoritaire","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; University of Alberta","funders":"","keywords":"Humanities; Sociology; Art","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002536366,0.0007624834,0.0006662439,0.0002792222,0.002529131,0.0003900852,0.0005886294,0.001184862,0.001487274],"category_scores_gemma":[0.002320475,0.0009285409,0.0003731519,0.0004208788,0.001224281,0.0008128973,0.0001812862,0.002364103,0.0002989579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00193858,"about_ca_system_score_gemma":0.001140399,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05444627,"about_ca_topic_score_gemma":0.01024894,"domain_scores_codex":[0.9919204,0.005105743,0.0006248872,0.00093437,0.0004760704,0.0009385861],"domain_scores_gemma":[0.9958236,0.002484133,0.0003284327,0.0004387901,0.0003721117,0.0005529401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003001614,0.00117266,0.3268398,0.001789591,0.0003723249,0.0003065778,0.488737,0.001513341,0.003749747,0.002978334,0.03396348,0.138277],"study_design_scores_gemma":[0.002129029,0.0004838782,0.559507,0.001254777,0.0003223828,0.0001118661,0.306367,0.001094609,0.0003244106,0.0005720907,0.126626,0.001206984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500362,0.03063594,0.001081778,0.01096409,0.001681206,0.000374101,0.0001714214,0.0004035854,0.004651719],"genre_scores_gemma":[0.973982,0.00591624,0.005109621,0.0003450392,0.00383244,0.00003598567,0.0002118525,0.0001420918,0.01042467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326672,"threshold_uncertainty_score":0.9999375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827929811116122,"score_gpt":0.2615381396918757,"score_spread":0.2432588415807145,"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."}}