{"id":"W1710371318","doi":"10.7202/1031240ar","title":"Écouter et se conscientiser pour mieux se dire : l’exploitation pédagogique d’un corpus de français oral","year":2015,"lang":"fr","type":"article","venue":"Cahiers franco-canadiens de l Ouest","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Saint-Boniface","funders":"","keywords":"Humanities; French; Art; Philosophy","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006312526,0.0005775721,0.0006750338,0.0003397301,0.0008233038,0.0003161714,0.0008060457,0.001095191,0.001217685],"category_scores_gemma":[0.004639925,0.000666603,0.0002876618,0.001458227,0.002541694,0.0007622878,0.00008024336,0.001581401,0.000635776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002435749,"about_ca_system_score_gemma":0.002619721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1486344,"about_ca_topic_score_gemma":0.3540593,"domain_scores_codex":[0.9917828,0.003857907,0.0005985354,0.0008946928,0.0007963217,0.002069717],"domain_scores_gemma":[0.9951697,0.0008922806,0.000383912,0.0006759804,0.0006600848,0.002218068],"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":[0.00005402303,0.0002002571,0.02462452,0.0000961265,0.0001663261,0.00174232,0.8024608,0.00155358,0.0004935573,0.009531733,0.0779358,0.08114091],"study_design_scores_gemma":[0.001673715,0.0002535134,0.00863796,0.0001970208,0.0002170261,0.0001916795,0.02929958,0.003810917,0.0004061148,0.003879891,0.9504613,0.0009712565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973299,0.01049719,0.02366964,0.01261007,0.009531101,0.0006670312,0.0002782066,0.0002970559,0.04511977],"genre_scores_gemma":[0.7214456,0.000286488,0.08932322,0.0100453,0.00144859,0.0001056611,0.00008966508,0.0001722809,0.1770832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8725255,"threshold_uncertainty_score":0.9996954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03655939035260797,"score_gpt":0.3194732387699219,"score_spread":0.2829138484173139,"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."}}