{"id":"W4396786542","doi":"","title":"Les besoins pédagogiques derrière la Conception universelle de l'apprentissage (CUA)","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Philosophy; Humanities","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":[0.01478256,0.0009535595,0.0007204209,0.00302812,0.008791217,0.02439101,0.002102464,0.005235304,0.008462262],"category_scores_gemma":[0.02478264,0.0006783669,0.000636442,0.002571098,0.03222162,0.01605207,0.005865202,0.01158583,0.002004493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01145967,"about_ca_system_score_gemma":0.0143445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0247076,"about_ca_topic_score_gemma":0.01598377,"domain_scores_codex":[0.9837061,0.01136512,0.0004977018,0.001187849,0.002397981,0.0008452772],"domain_scores_gemma":[0.9814357,0.01068237,0.0007401531,0.001854675,0.003659562,0.001627599],"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":[0.000004488522,0.00001482546,0.0002923689,0.00002912936,0.000001864707,0.00003330963,0.01624493,0.00008340526,0.0001212889,0.9733617,0.001120418,0.008692301],"study_design_scores_gemma":[0.0000143192,0.0000368086,0.001776179,0.0004381971,0.00001161692,0.0003253694,0.03479136,0.001290719,0.0007278175,0.4637092,0.4968326,0.00004587025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05927397,0.01269069,0.2103685,0.07572172,0.003466394,0.0002454328,0.0001258834,0.0004853107,0.6376222],"genre_scores_gemma":[0.8393665,0.00702818,0.04711855,0.00312164,0.0009019985,0.0005854815,0.00008783925,0.0003869121,0.1014029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0247076,"threshold_uncertainty_score":0.0831461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08720286565099628,"score_gpt":0.3682348384895231,"score_spread":0.2810319728385268,"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."}}