{"id":"W4413862762","doi":"10.1522/rhe.v9i4.1887","title":"Se rencontrer pour avancer : une initiative pour l'amélioration des pratiques d'enseignement universitaire basée sur la conception universelle de l'apprentissage","year":2025,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science; Humanities; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03278974,0.0005982262,0.0005723071,0.001611561,0.01601132,0.01342831,0.002820918,0.004554979,0.00885861],"category_scores_gemma":[0.02600243,0.0005376071,0.0007541544,0.00172159,0.01134389,0.01020395,0.01645491,0.007539598,0.002191701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01841798,"about_ca_system_score_gemma":0.07141022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04116324,"about_ca_topic_score_gemma":0.05761151,"domain_scores_codex":[0.9653045,0.02361814,0.0008573342,0.002355933,0.004246756,0.003617386],"domain_scores_gemma":[0.9618434,0.009509204,0.003149817,0.003126213,0.007474819,0.0148965],"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":[0.0001899505,0.0005408003,0.02250504,0.0005172278,0.00005801196,0.0006566189,0.3998131,0.0005996616,0.003098502,0.3280999,0.0295203,0.2144009],"study_design_scores_gemma":[0.00004354025,0.0005072691,0.02142494,0.0009546773,0.00004571843,0.0005599689,0.2177826,0.0006912076,0.00263051,0.02845287,0.7267691,0.0001375975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.399179,0.01045024,0.04938095,0.3236682,0.003372893,0.0005773809,0.0001451525,0.0005510569,0.2126751],"genre_scores_gemma":[0.8906288,0.002443718,0.0207701,0.008491802,0.0002527446,0.0003348753,0.00009449406,0.0001570822,0.07682632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04116324,"threshold_uncertainty_score":0.1734108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1114267839946414,"score_gpt":0.3583725274793632,"score_spread":0.2469457434847218,"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."}}