{"id":"W2588990396","doi":"10.17509/francisola.v1i2.5557","title":"CONCEVOIR UN COURS HYBRIDE EN FRANÇAIS DES AFFAIRES","year":2017,"lang":"fr","type":"article","venue":"FRANCISOLA","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Humanities; Context (archaeology); Political science; Sociology; Art; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.002769209,0.0003640653,0.0005246237,0.00006871518,0.003236578,0.0005085515,0.001618761,0.000441703,0.005018794],"category_scores_gemma":[0.006320815,0.0003884636,0.0002732001,0.0002129606,0.004983332,0.0008675406,0.0002228052,0.0007801126,0.001798768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196826,"about_ca_system_score_gemma":0.0002523412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02778352,"about_ca_topic_score_gemma":0.005348736,"domain_scores_codex":[0.9958619,0.001435615,0.0003784623,0.0005879098,0.000667434,0.001068711],"domain_scores_gemma":[0.9967646,0.001142965,0.0003972932,0.001100219,0.0001935079,0.0004014189],"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":[0.00001704221,0.00009372486,0.05607682,0.00008145146,0.00009669799,0.0002397549,0.06012097,0.00005341191,0.0004555442,0.008477855,0.006999276,0.8672875],"study_design_scores_gemma":[0.0008069625,0.0001453344,0.1623349,0.0003349266,0.0001243362,0.00002045446,0.004666572,0.0007124255,0.001820464,0.01023828,0.8181096,0.0006856645],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6386202,0.08330756,0.01663954,0.01117948,0.01320943,0.0004838758,0.00006630622,0.0002955371,0.236198],"genre_scores_gemma":[0.8927953,0.0008423491,0.03597323,0.0003737124,0.002983209,0.00002355531,0.00000387516,0.00006223439,0.06694259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8666018,"threshold_uncertainty_score":0.9998567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245525364864026,"score_gpt":0.330824113613418,"score_spread":0.3062715771270154,"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."}}