{"id":"W4399271928","doi":"","title":"Étude de l'adoption d'outils d'IA pour le profilage et la prédiction de la réussite par les enseignants du postsecondaire","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Diction; Humanities; Philosophy; Political science; Linguistics; Poetry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01912955,0.0007623452,0.0007461776,0.002609385,0.001051746,0.004678311,0.001348032,0.001249833,0.002924104],"category_scores_gemma":[0.09845453,0.0003106016,0.001291322,0.002594883,0.001142844,0.002932869,0.001579937,0.002173702,0.0008009574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004505753,"about_ca_system_score_gemma":0.005709969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04606369,"about_ca_topic_score_gemma":0.02915425,"domain_scores_codex":[0.9898008,0.005796605,0.0008593368,0.0009298644,0.001811851,0.0008014758],"domain_scores_gemma":[0.8305934,0.1221429,0.01620223,0.00513825,0.02114391,0.004779322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004895104,0.0006303127,0.924212,0.0001584358,0.0001759579,0.00006599037,0.008765091,0.001739684,0.0004055657,0.001121623,0.0007639778,0.06147186],"study_design_scores_gemma":[0.00003245638,0.00152241,0.9659747,0.0002647496,0.0002657655,0.0001147318,0.01095169,0.01460431,0.001457617,0.0008864327,0.003860005,0.00006512293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911574,0.0002390716,0.003401693,0.0004236734,0.00003814421,0.0001215485,0.0004318986,0.00008471723,0.004101912],"genre_scores_gemma":[0.9948111,0.0001661443,0.003018269,0.0000441988,0.00001656261,0.0002078793,0.0002103895,0.00001701237,0.00150842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04606369,"threshold_uncertainty_score":0.1011679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137162854704738,"score_gpt":0.3531985182382497,"score_spread":0.3118268896912023,"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."}}