{"id":"W3209396906","doi":"10.18162/fp.2021.673","title":"Méthodes d’enseignement en cours magistral : une analyse exploratoire","year":2021,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03115615,0.0009552699,0.001092687,0.008215694,0.002230864,0.004515651,0.001640196,0.0008281072,0.009444962],"category_scores_gemma":[0.06035292,0.0008486033,0.001864784,0.01035688,0.001550665,0.002345399,0.004338358,0.001152401,0.001728129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005357011,"about_ca_system_score_gemma":0.01296495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02608676,"about_ca_topic_score_gemma":0.03646957,"domain_scores_codex":[0.9523727,0.02871809,0.00633927,0.003468029,0.007599445,0.001502443],"domain_scores_gemma":[0.9204574,0.04966066,0.01300532,0.004953144,0.01113368,0.0007898089],"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":[0.0008250963,0.0003753517,0.3561631,0.008681898,0.0009064693,0.0004180479,0.2035905,0.001084563,0.002448336,0.01648513,0.004257872,0.4047637],"study_design_scores_gemma":[0.0001102017,0.0007137242,0.6531236,0.005703875,0.000673666,0.0004381163,0.1989012,0.001952033,0.005885497,0.00410149,0.1282635,0.000133025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7750657,0.01449306,0.1430693,0.001715124,0.0003720272,0.01412566,0.01058873,0.0003009988,0.04026949],"genre_scores_gemma":[0.8167634,0.005551199,0.1252053,0.0004952759,0.0001415307,0.02510478,0.003616565,0.0002242735,0.02289753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03115615,"threshold_uncertainty_score":0.1647714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2149177117841299,"score_gpt":0.4874187819036037,"score_spread":0.2725010701194738,"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."}}