{"id":"W6911804847","doi":"10.5281/zenodo.14887640","title":"S'initier aux bonnes pratiques d'utilisation des agents conversationnels (Copilot et ChatGPT)","year":2025,"lang":"fr","type":"article","venue":"Open MIND","topic":"Speech and dialogue systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Identification (biology); Community participation; Identifier; Control (management)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001070163,0.0002364822,0.0002977227,0.0001493671,0.0003105617,0.001822237,0.001021673,0.000175904,0.001779407],"category_scores_gemma":[0.000339429,0.0002485987,0.00007274711,0.0005043434,0.0002337412,0.002509884,0.0005264921,0.0001460495,0.00120198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421307,"about_ca_system_score_gemma":0.001320966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002550612,"about_ca_topic_score_gemma":0.001617322,"domain_scores_codex":[0.9978074,0.000497499,0.000474676,0.0005753858,0.000255691,0.0003893065],"domain_scores_gemma":[0.9985868,0.000216341,0.0001922616,0.0005407453,0.000325978,0.0001378989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009685366,0.0005194896,0.008078524,0.0002383307,0.0002403137,0.0000788328,0.06856928,0.0001080495,0.0005525954,0.1692825,0.03738198,0.7148533],"study_design_scores_gemma":[0.002772454,0.0004849122,0.0354489,0.001808053,0.0001136656,0.00003436167,0.005553037,0.02487183,0.03196466,0.03431183,0.8618063,0.0008300187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3486503,0.005748292,0.1288865,0.02871893,0.01306247,0.003444966,0.0001505901,0.00003717577,0.4713007],"genre_scores_gemma":[0.8886823,0.0002046616,0.02735164,0.001423669,0.0002643577,0.00007347877,0.00007525822,0.00001589558,0.08190873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8244243,"threshold_uncertainty_score":0.9999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460207874365758,"score_gpt":0.3728194905244646,"score_spread":0.2267987030878888,"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."}}