{"id":"W2801425467","doi":"10.20360/langandlit29386","title":"Innovation pédagogique en cours de français à l'université et son impact sur les compétences en langue écrite : un apprentissage différent ?","year":2018,"lang":"fr","type":"article","venue":"Language and Literacy","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002090756,0.0003059423,0.0003423475,0.0002241858,0.0004223225,0.0002790744,0.0003101387,0.0003399963,0.003712252],"category_scores_gemma":[0.0006954757,0.0002850193,0.0001125553,0.0008734209,0.0004749973,0.0007270516,0.0001390228,0.0005839607,0.00004320894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316576,"about_ca_system_score_gemma":0.0001121861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04565749,"about_ca_topic_score_gemma":0.004299202,"domain_scores_codex":[0.9960331,0.002327099,0.0003106022,0.0004209292,0.0003074667,0.0006007856],"domain_scores_gemma":[0.9981415,0.000972063,0.0002170554,0.0002688318,0.0002248443,0.0001757222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003360871,0.00008916263,0.02220794,0.00007089399,0.00006232814,0.0001717636,0.4851838,0.000004972308,0.002603962,0.002745946,0.0006844152,0.4861412],"study_design_scores_gemma":[0.002032335,0.001289629,0.5817515,0.001407978,0.0003136992,0.0001342979,0.15706,0.002437669,0.004136633,0.001364359,0.2466011,0.00147072],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552346,0.0291185,0.007036939,0.003065002,0.000497833,0.0002229097,0.00009432783,0.0001230183,0.00460689],"genre_scores_gemma":[0.9731405,0.000705955,0.01183461,0.0005305299,0.001143674,0.000006077361,0.0001094288,0.00003183599,0.01249744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5595436,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390513831947437,"score_gpt":0.3231203128849072,"score_spread":0.3092151745654328,"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."}}