{"id":"W4393320407","doi":"10.3917/lfa.224.0129","title":"LANGAGES . n° 230-2, mars 2023, dossier « Voix : regards croisés de la linguistique et de la didactique » . coordonné et présenté par Claire Pillot-Loiseau &amp;amp; Mohamed Embarki, &amp;lt;https://www.revues.armand-colin.com/lettres-langues/langages/langages-ndeg-230-22023&amp;gt;","year":2024,"lang":"fr","type":"article","venue":"Le Français aujourd hui","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001731092,0.0009188955,0.000421288,0.001751101,0.002054056,0.00475866,0.0005601459,0.001286428,0.2277958],"category_scores_gemma":[0.004004226,0.000440638,0.0003051464,0.002214839,0.0009723119,0.002578024,0.002192914,0.002394083,0.1047613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300775,"about_ca_system_score_gemma":0.002643602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03541642,"about_ca_topic_score_gemma":0.04936981,"domain_scores_codex":[0.9989403,0.0002651171,0.00008219831,0.0001857898,0.0004071008,0.0001194532],"domain_scores_gemma":[0.9986892,0.000395638,0.0001210011,0.0001895218,0.0004573324,0.0001473673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001719343,0.00002420352,0.0005740185,0.0003466341,0.000004230738,0.00007164889,0.00175052,0.00008079859,0.0006833026,0.02053377,0.9213088,0.05445008],"study_design_scores_gemma":[0.000004327448,0.000009868891,0.00137432,0.0001087474,7.596512e-7,0.0000220387,0.000219003,0.00001238337,0.0001648658,0.0005648339,0.997514,0.000004934118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007654877,0.03687976,0.002971338,0.01345653,0.01684106,0.0003067533,0.05851386,0.002173272,0.8612025],"genre_scores_gemma":[0.03320843,0.008694981,0.001654994,0.001348916,0.001700906,0.000460393,0.01988496,0.002031595,0.9310148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2277958,"threshold_uncertainty_score":0.7620528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166189991309125,"score_gpt":0.3653199486375065,"score_spread":0.3436580487244152,"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."}}