{"id":"W4403910223","doi":"10.52358/mm.vi18.407","title":"Le développement professionnel des enseignants à et avec l’intelligence artificielle : une revue de littérature","year":2024,"lang":"fr","type":"article","venue":"Médiations et médiatisations","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001324514,0.0003642997,0.0002957088,0.0004176293,0.001157921,0.001207589,0.0005942821,0.0002986626,0.0001815271],"category_scores_gemma":[0.0005983574,0.0004060803,0.0002220615,0.00325475,0.0002459032,0.001018252,0.0002554246,0.001021561,0.0006916524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002932601,"about_ca_system_score_gemma":0.003779871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005485674,"about_ca_topic_score_gemma":0.001176991,"domain_scores_codex":[0.9966969,0.0006602317,0.0007415329,0.0007701697,0.0003996667,0.0007315181],"domain_scores_gemma":[0.9976081,0.0007970044,0.0001927401,0.0007466644,0.0003693168,0.00028613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001613265,0.0004522069,0.0006259987,0.0002527947,0.00008674942,0.00006281296,0.04318009,0.09534986,0.000157103,0.8029053,0.01243238,0.04449303],"study_design_scores_gemma":[0.0001353585,0.00008950393,0.01008843,0.001330685,0.0001042819,0.00007977482,0.002267591,0.7812843,0.0002443692,0.107554,0.09631588,0.0005057736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002629236,0.006804265,0.6060024,0.3746384,0.001355252,0.0003160379,0.0001573106,0.0003718997,0.007725084],"genre_scores_gemma":[0.6756527,0.004394972,0.1539444,0.002922527,0.000723826,0.0001572225,0.0002541424,0.00009254507,0.1618577],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6953514,"threshold_uncertainty_score":0.9998391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1036179952548266,"score_gpt":0.3262150302456339,"score_spread":0.2225970349908073,"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."}}