{"id":"W4410794675","doi":"10.56078/atradire.450","title":"Recommandations fondées sur la recherche pour des actions plus adaptées en Writing Center : perceptions des enseignants et des étudiants sur l’usage de l’IA pour l’écriture académique","year":2025,"lang":"fr","type":"article","venue":"À tradire.","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0712902,0.0007857453,0.0006639634,0.00304746,0.00630337,0.01553865,0.002363246,0.003833612,0.01424118],"category_scores_gemma":[0.2244956,0.0006715801,0.001309608,0.003209273,0.00951825,0.01858326,0.005289326,0.006304027,0.003107753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006746191,"about_ca_system_score_gemma":0.02113444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01547721,"about_ca_topic_score_gemma":0.02357258,"domain_scores_codex":[0.9320762,0.0463024,0.004813356,0.003923085,0.01079632,0.002088689],"domain_scores_gemma":[0.5587599,0.3598302,0.01870426,0.01262269,0.0428489,0.007234093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003579514,0.0006367065,0.08882836,0.004859861,0.0001863213,0.001043965,0.6142427,0.0003703107,0.005892277,0.05963075,0.02593043,0.1980203],"study_design_scores_gemma":[0.00007439822,0.0005896742,0.1116373,0.008534494,0.0002833808,0.0009617848,0.6747589,0.001175397,0.005204142,0.02540694,0.1711156,0.0002580004],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036374,0.01988546,0.03835079,0.2039999,0.00264726,0.001237442,0.0007572919,0.0004867468,0.1289976],"genre_scores_gemma":[0.9402081,0.009082866,0.02277563,0.01475572,0.0003728288,0.001710354,0.0003674153,0.0001840318,0.01054311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0712902,"threshold_uncertainty_score":0.3770232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3269013337934803,"score_gpt":0.3906138508020531,"score_spread":0.06371251700857283,"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."}}