{"id":"W4391284634","doi":"10.21608/ssl.2024.259386.1201","title":"L’emploi de l’approche neurolinguistique pour développer les compétences commentatives et l’autonomie langagière auprès des apprenants adultes en classe de FLE","year":2023,"lang":"fr","type":"article","venue":"بحوث فى تدريس اللغات","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004860704,0.0005826443,0.0006498178,0.000263806,0.001126505,0.0003462674,0.001096643,0.0005561404,0.0006321333],"category_scores_gemma":[0.006098247,0.0005822296,0.0002753229,0.001240604,0.00168515,0.0003767009,0.0003519932,0.001251914,0.0005745598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005331553,"about_ca_system_score_gemma":0.0009464321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01532479,"about_ca_topic_score_gemma":0.008238841,"domain_scores_codex":[0.9900911,0.006282649,0.0005906462,0.0008327761,0.0004869757,0.001715829],"domain_scores_gemma":[0.9935808,0.00490675,0.0003491478,0.0004246721,0.0002330673,0.000505582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001593296,0.0006454677,0.1686589,0.000700951,0.0004174963,0.0007362494,0.5236523,0.002703209,0.006036104,0.04648275,0.05204875,0.1977585],"study_design_scores_gemma":[0.002156907,0.0007075171,0.2091063,0.001541036,0.0004238742,0.000117757,0.2456702,0.01377437,0.005758813,0.05481339,0.4635769,0.002352848],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862426,0.006561574,0.006855394,0.05105127,0.001506196,0.0007023248,0.0001558207,0.001104566,0.04582025],"genre_scores_gemma":[0.6731911,0.003547041,0.2624461,0.003572798,0.0020894,0.0002421396,0.0001157189,0.0002209994,0.05457468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4115282,"threshold_uncertainty_score":0.9996629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0818165673799791,"score_gpt":0.3975021419715097,"score_spread":0.3156855745915306,"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."}}