{"id":"W3137979672","doi":"10.7202/1075720ar","title":"IMPACT DE LA FORMATION ET DE L’ACCOMPAGNEMENT PÉDAGOGIQUE DESTINÉS AUX NOUVEAUX PROFESSEURS D’UNIVERSITÉ SUR LEUR TÂCHE RÉELLE : COMPARAISON INTERNATIONALE (CANADA–FRANCE)","year":2021,"lang":"fr","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Philosophy; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[],"category_scores_codex":[0.01177248,0.0003108612,0.000384765,0.000415884,0.00265284,0.0003502219,0.001011961,0.0001952722,0.0009476016],"category_scores_gemma":[0.006759929,0.0003473266,0.0002430303,0.001315391,0.0006993836,0.003424334,0.00009800736,0.0008217625,0.00001789514],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0136694,"about_ca_system_score_gemma":0.02723236,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09032544,"about_ca_topic_score_gemma":0.1281655,"domain_scores_codex":[0.991512,0.005318668,0.0009916974,0.0003902259,0.001075617,0.0007117928],"domain_scores_gemma":[0.9923264,0.002378427,0.002051862,0.0002656987,0.002437522,0.0005400293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002202131,0.007012017,0.1692224,0.00104964,0.0005058295,0.0001303953,0.2011655,0.1661336,0.003777491,0.2548654,0.1192847,0.07663284],"study_design_scores_gemma":[0.0009293685,0.0004205859,0.2545918,0.001485822,0.0003545682,0.003060673,0.08214504,0.01750513,0.001868075,0.01213837,0.6247637,0.0007368774],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052639,0.002270357,0.003824991,0.0613318,0.003324764,0.0002934156,0.00006463772,0.00003155439,0.02359458],"genre_scores_gemma":[0.9590787,0.00212698,0.02523333,0.003121486,0.0004375043,0.00001969824,0.00002449043,0.00002790053,0.009929941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.505479,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4665371762077614,"score_gpt":0.5116660733785823,"score_spread":0.04512889717082091,"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."}}