{"id":"W7133435690","doi":"","title":"IA, enseignement supérieur et approche par compétences : tensions et opportunités","year":2025,"lang":"fr","type":"article","venue":"ORBi UMONS","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Quality (philosophy); Subject (documents); Perspective (graphical); Agency (philosophy); Context (archaeology)","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":[0.04417861,0.0005851659,0.0005518881,0.004679285,0.004607984,0.02375039,0.001706892,0.003733027,0.01445428],"category_scores_gemma":[0.0771971,0.0005379207,0.000982438,0.004262329,0.009820411,0.01428063,0.009699491,0.006686318,0.003513545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01171272,"about_ca_system_score_gemma":0.02056385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01230684,"about_ca_topic_score_gemma":0.007989866,"domain_scores_codex":[0.9622597,0.02090506,0.002620255,0.002875913,0.007731951,0.003607097],"domain_scores_gemma":[0.9091516,0.04043504,0.007388847,0.01040918,0.02124744,0.01136788],"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":[0.0001713398,0.0002977049,0.01672926,0.0009446065,0.00005650908,0.0003791849,0.04111145,0.001272799,0.001754366,0.7536194,0.01874533,0.164918],"study_design_scores_gemma":[0.00007219888,0.0003657139,0.04684832,0.003796956,0.0001004419,0.001550069,0.07521635,0.007768464,0.004479829,0.3396955,0.5199641,0.0001421133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09432488,0.008543796,0.09130886,0.06485859,0.001364882,0.0004985142,0.0003650312,0.0005875838,0.7381479],"genre_scores_gemma":[0.9154681,0.002781565,0.04109527,0.002578179,0.0003029109,0.0003997471,0.0002447264,0.000183184,0.03694625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04417861,"threshold_uncertainty_score":0.2336417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04295153644962919,"score_gpt":0.3349655467776151,"score_spread":0.2920140103279859,"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."}}