{"id":"W4416027726","doi":"","title":"L’IA en formation des enseignants : éthique, littératie et reconfigurations professionnelles dans trois contextes francophones","year":2025,"lang":"en","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 du Québec à Montréal","funders":"","keywords":"Ambivalence; Face (sociological concept); Typology; Appropriation; Martinique","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009623698,0.0004508888,0.0003607217,0.001622859,0.01308828,0.00898272,0.001156047,0.001388267,0.005128179],"category_scores_gemma":[0.009304969,0.000326687,0.000193719,0.002020546,0.01238779,0.003069279,0.004607597,0.001975355,0.0004731714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02889553,"about_ca_system_score_gemma":0.0207027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4655254,"about_ca_topic_score_gemma":0.5928247,"domain_scores_codex":[0.9941267,0.003055583,0.0001769211,0.0007248378,0.0007831631,0.001132906],"domain_scores_gemma":[0.9868881,0.006838425,0.001190396,0.0005798714,0.002420296,0.002082946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006460292,0.00004178014,0.02029681,0.00009784089,0.00000630467,0.0004006147,0.9361473,0.0001387333,0.0006403667,0.01235137,0.001768961,0.02804532],"study_design_scores_gemma":[0.000005653669,0.00004858284,0.03845313,0.0002868328,0.000007503235,0.0002002629,0.8680236,0.0002505453,0.000352984,0.001292093,0.09104418,0.00003468293],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542785,0.001776672,0.001962336,0.004364314,0.00005855525,0.00005718513,0.00005766613,0.00001971693,0.03742513],"genre_scores_gemma":[0.9881449,0.0006122466,0.0005494399,0.0003095546,0.000007971312,0.00003630885,0.00002509511,0.00001321282,0.01030125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4655254,"threshold_uncertainty_score":0.9256314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06555173384542948,"score_gpt":0.3585470905778972,"score_spread":0.2929953567324677,"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."}}