{"id":"W4403764185","doi":"10.24908/pceea.2023.17067","title":"Étude comparative des performances académiques d’étudiants exposés à une classe inversée ou traditionnelle : Partie 2 – Résultats","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université du Québec à Montréal; École de Technologie Supérieure","funders":"Université du Québec à Montréal","keywords":"Humanities; Art","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00173829,0.0001593833,0.0001774473,0.0003301112,0.0008355522,0.0004163146,0.0003820902,0.000165552,0.00009922996],"category_scores_gemma":[0.002218321,0.0001569716,0.00009545534,0.001049526,0.000108249,0.001740143,0.00001870125,0.0003818155,0.0000460431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002873832,"about_ca_system_score_gemma":0.001724539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02705554,"about_ca_topic_score_gemma":0.09895061,"domain_scores_codex":[0.9983861,0.00005104495,0.0003295028,0.0002382502,0.0006256726,0.0003694677],"domain_scores_gemma":[0.9984037,0.0002777224,0.000327667,0.000072477,0.000661732,0.0002566743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001298772,0.0002646412,0.1047145,0.0007391388,0.0005509524,5.700254e-7,0.3393403,0.002364227,0.001774399,0.2244551,0.3207258,0.005057443],"study_design_scores_gemma":[0.0005290778,0.0001131821,0.4378278,0.001547452,0.0003758001,0.000006299755,0.06921165,0.01957894,0.004866309,0.008229745,0.4565762,0.001137563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9129375,0.0006321792,0.00002043465,0.05450205,0.002786768,0.0005750168,0.00003271883,0.0002818377,0.02823148],"genre_scores_gemma":[0.9961077,0.0001490845,0.0007697153,0.0001832905,0.0004255207,0.0000863169,0.00001018274,0.00002205227,0.002246137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3331133,"threshold_uncertainty_score":0.9794234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07897767935277993,"score_gpt":0.3532714100402248,"score_spread":0.2742937306874448,"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."}}