{"id":"W4409092283","doi":"10.4000/13n07","title":"Ludification de l’enseignement-apprentissage du français (FL1/FLS) : une revue de la portée","year":2025,"lang":"fr","type":"article","venue":"Alsic","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association of Universities and Colleges of Canada; University of Ottawa","funders":"","keywords":"Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0426154,0.001153642,0.001413059,0.01246587,0.006357037,0.02305249,0.002497297,0.003071256,0.0188018],"category_scores_gemma":[0.08931123,0.001020632,0.002227339,0.02101493,0.01210557,0.01902602,0.006503358,0.004558809,0.003099532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02863078,"about_ca_system_score_gemma":0.06258992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4295778,"about_ca_topic_score_gemma":0.4405906,"domain_scores_codex":[0.9718293,0.01191415,0.003134275,0.003306958,0.008225612,0.001589636],"domain_scores_gemma":[0.869325,0.07616081,0.006896945,0.006312009,0.03802891,0.003276356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002657147,0.0001165386,0.04178231,0.02362025,0.0005432219,0.0005725478,0.1441495,0.0007099654,0.001332991,0.1434769,0.06906539,0.5743647],"study_design_scores_gemma":[0.00002110712,0.00009571619,0.04716561,0.03876942,0.0003771397,0.0003128847,0.09917923,0.0004322326,0.001216248,0.01349862,0.7987244,0.0002073896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1174569,0.4475361,0.02991902,0.1551324,0.007448041,0.0009623055,0.01122839,0.0007649403,0.2295519],"genre_scores_gemma":[0.5322441,0.3499163,0.03602622,0.01818638,0.001542107,0.00116686,0.006011118,0.0009419502,0.05396499],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4295778,"threshold_uncertainty_score":0.8541548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120288107059943,"score_gpt":0.3147241783279427,"score_spread":0.3026953676219484,"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."}}