{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.02418292,0.00199732,0.002136142,0.0009034215,0.002341231,0.002811387,0.002404578,0.003059559,0.00457775],"category_scores_gemma":[0.01654725,0.002074643,0.001483659,0.002855372,0.003252655,0.0009762572,0.0007729005,0.01020742,0.0043868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593469,"about_ca_system_score_gemma":0.003928163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1181347,"about_ca_topic_score_gemma":0.06335923,"domain_scores_codex":[0.9621338,0.02785546,0.00185366,0.002528747,0.0021206,0.003507755],"domain_scores_gemma":[0.9827772,0.01192384,0.0009024555,0.002232367,0.0005456684,0.001618423],"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":[0.0003241452,0.001193645,0.01298778,0.001840612,0.001373366,0.003368261,0.1930279,0.001534798,0.01255377,0.01114727,0.7350679,0.02558054],"study_design_scores_gemma":[0.001816558,0.0001365448,0.02194279,0.002307649,0.0006619868,0.0004292811,0.00195668,0.000370992,0.0005189738,0.002413123,0.9651982,0.002247233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5346876,0.1608926,0.01996086,0.05901101,0.01088129,0.003064652,0.001692052,0.003866574,0.2059434],"genre_scores_gemma":[0.4209009,0.008821754,0.0441717,0.005836374,0.009665907,0.0006160978,0.001319585,0.001043467,0.5076242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3016808,"threshold_uncertainty_score":0.9994599,"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."}}