{"id":"W4410983316","doi":"10.18162/ritpu-2025-v22n1-14","title":"Utilisation pédagogique de l’IA à l’université : trois récits de pratique en orthodidactique du français, en psychologie et en histoire","year":2025,"lang":"fr","type":"article","venue":"Revue internationale des technologies en pédagogie universitaire","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Art; Philosophy; Political science","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":[0.02401244,0.00058138,0.0005866166,0.003013187,0.01162887,0.01678589,0.001916021,0.003853278,0.005777624],"category_scores_gemma":[0.02566786,0.0004082842,0.0005422942,0.003778887,0.03021056,0.01307995,0.009393606,0.008870265,0.001000068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03688656,"about_ca_system_score_gemma":0.03568236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1732725,"about_ca_topic_score_gemma":0.2010697,"domain_scores_codex":[0.9703277,0.02011948,0.0009318373,0.001753324,0.003997474,0.002870094],"domain_scores_gemma":[0.9664018,0.01910209,0.002684376,0.00174516,0.005938137,0.004128369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004389418,0.0001099661,0.01094142,0.0005306298,0.00001887984,0.0003768212,0.5788963,0.0002359405,0.0008860169,0.2464651,0.009225898,0.1522691],"study_design_scores_gemma":[0.000007455135,0.0001230775,0.0200081,0.002100266,0.00001459469,0.0003603714,0.4048221,0.0003584276,0.0007826969,0.01269418,0.5586444,0.00008425621],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3035283,0.06151664,0.03026991,0.3227279,0.002874786,0.0001411306,0.0001086287,0.0002585622,0.278574],"genre_scores_gemma":[0.9369645,0.01867619,0.004027924,0.007379751,0.0003909485,0.0001243294,0.00003199583,0.00008983532,0.03231465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1732725,"threshold_uncertainty_score":0.3445279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179326729293785,"score_gpt":0.2821040601854888,"score_spread":0.2641713872561103,"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."}}