{"id":"W3000781857","doi":"10.24908/pceea.vi0.13703","title":"APPRENTISSAGE ACTIF FONDÉ SUR LA CLASSE INVERSÉE DANS UN COURS DE GÉNIE MÉCANIQUE","year":2019,"lang":"fr","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Humanities; Art","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"],"consensus_categories":[],"category_scores_codex":[0.001335836,0.0002202209,0.0002318196,0.0002234129,0.0003023701,0.0002257547,0.0005678611,0.0004333798,0.0006319646],"category_scores_gemma":[0.0008004857,0.000257449,0.0001591745,0.0008511103,0.00007829121,0.0006468704,0.00003395589,0.0004722287,0.00006004198],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006551697,"about_ca_system_score_gemma":0.006679476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08501069,"about_ca_topic_score_gemma":0.0564414,"domain_scores_codex":[0.9981707,0.00006060512,0.0003338053,0.0002816063,0.0005597841,0.0005935075],"domain_scores_gemma":[0.9978613,0.0003148805,0.000553343,0.0001228099,0.0007320279,0.0004155898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002881892,0.0002127963,0.6922249,0.0003511849,0.0002031858,1.457153e-7,0.02146862,0.0002564144,0.002491022,0.1548912,0.1262976,0.001600006],"study_design_scores_gemma":[0.0003195017,0.0000278431,0.4022886,0.0003841567,0.0001929032,0.00000596854,0.01508917,0.001221239,0.001697582,0.002535764,0.5756781,0.000559211],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8851719,0.0003457091,0.00001044732,0.04253995,0.0062226,0.0005330972,0.00005630541,0.00005320441,0.06506682],"genre_scores_gemma":[0.902011,0.0001042599,0.0004967222,0.0003688296,0.0006095051,0.0000523644,0.00001926229,0.00004162116,0.09629642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4493805,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007952243579563785,"score_gpt":0.2478155599267544,"score_spread":0.2398633163471907,"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."}}