{"id":"W4404142661","doi":"10.52358/mm.vi19.406","title":"Technologies émergentes en éducation : Potentiel et défis de la personnalisation via l'IA et la Chaîne de Blocs","year":2024,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Political science; Art","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":[0.01038506,0.001055329,0.0005657775,0.004424394,0.003175691,0.01456189,0.001732603,0.002681869,0.01038431],"category_scores_gemma":[0.02183288,0.0006798562,0.0009531752,0.003429001,0.01530149,0.01966982,0.009439753,0.004060336,0.002334112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008111094,"about_ca_system_score_gemma":0.006951362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007672559,"about_ca_topic_score_gemma":0.006715921,"domain_scores_codex":[0.988745,0.005467238,0.0006772492,0.001454743,0.002976311,0.0006794277],"domain_scores_gemma":[0.9778457,0.01241662,0.001848068,0.003063804,0.003780494,0.001045197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007068711,0.00006603005,0.006343943,0.0007939775,0.00006037673,0.0003501374,0.04614605,0.001686303,0.002077688,0.7614059,0.002600662,0.1783983],"study_design_scores_gemma":[0.00003128683,0.0002525221,0.009472711,0.003248935,0.0001101582,0.001117653,0.04117997,0.006878697,0.004850992,0.4204798,0.5122473,0.0001300727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1301387,0.01596733,0.4635778,0.03102296,0.0007135458,0.0005227868,0.0002946624,0.0009200113,0.3568423],"genre_scores_gemma":[0.7426453,0.01451059,0.1839856,0.002263363,0.0002421645,0.0007521849,0.0003121991,0.0003485981,0.05494017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01456189,"threshold_uncertainty_score":0.05885035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086468953162754,"score_gpt":0.3446642525377256,"score_spread":0.3237995630060981,"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."}}