{"id":"W2114311081","doi":"10.21083/nrsc.v0i8.3510","title":"Improvisation et apprentissage du français","year":2015,"lang":"fr","type":"article","venue":"Nouvelle Revue Synergies Canada","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Improvisation; Art; Humanities; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002038545,0.000299245,0.0004009452,0.00007478876,0.0003586738,0.0001233693,0.0005204769,0.0002896548,0.001352413],"category_scores_gemma":[0.002204131,0.0003461025,0.0001077574,0.0007263332,0.000385671,0.0003753836,0.000143044,0.0004911446,0.00009227324],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274687,"about_ca_system_score_gemma":0.006144458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9795744,"about_ca_topic_score_gemma":0.9795962,"domain_scores_codex":[0.996097,0.001406506,0.0004182418,0.0004882526,0.0007951128,0.0007948792],"domain_scores_gemma":[0.9979493,0.0005153149,0.0002631411,0.0004492496,0.0002451142,0.0005778614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001766176,0.00009156263,0.002829228,0.0003035653,0.0001186667,0.0003680558,0.1150185,0.005748435,0.0001658234,0.02011051,0.4203657,0.4348623],"study_design_scores_gemma":[0.0003447179,0.00006188522,0.0006648965,0.0001195945,0.00005740681,0.00001733203,0.04009579,0.001685643,0.0001441196,0.0002727864,0.9561112,0.0004246574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3773729,0.06100914,0.007845728,0.1000069,0.04212948,0.001055571,0.000181608,0.0003829241,0.4100158],"genre_scores_gemma":[0.8098217,0.0006049504,0.01244892,0.001004661,0.00217377,0.00003697476,0.00005550647,0.00007374003,0.1737798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5357455,"threshold_uncertainty_score":0.9998991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02263985558846801,"score_gpt":0.262974316656887,"score_spread":0.240334461068419,"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."}}