{"id":"W7108439530","doi":"10.5281/zenodo.17805603","title":"Outils d'IA en recherche documentaire – Contexte d'enseignement et d'apprentissage","year":2025,"lang":"fr","type":"article","venue":"Open MIND","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Context (archaeology); Service (business); Research methodology; Initial training","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005074599,0.0001561642,0.0002265727,0.00008665722,0.0007177283,0.0003618391,0.0008326654,0.0005944714,0.0228093],"category_scores_gemma":[0.0004924092,0.0001689003,0.0000728606,0.0005251,0.0004192732,0.001051226,0.0004239437,0.0007832583,0.004018533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004114207,"about_ca_system_score_gemma":0.0005433264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005435572,"about_ca_topic_score_gemma":0.001000304,"domain_scores_codex":[0.9974277,0.001347776,0.0003874067,0.0002651615,0.0001898206,0.0003821562],"domain_scores_gemma":[0.9990587,0.0003894343,0.0001698474,0.0002521828,0.00006888044,0.0000609889],"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":[0.00001950012,0.00006483284,0.0002729863,0.00001468206,0.00008213469,0.000006477802,0.0446374,0.00001147509,0.00003649581,0.07100277,0.01872653,0.8651247],"study_design_scores_gemma":[0.0005425792,0.00004764412,0.0004283695,0.0002459859,0.00005251283,0.000001377318,0.05665519,0.00007150575,0.001435248,0.006996088,0.9333528,0.0001706892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03943805,0.001386699,0.001518352,0.04449822,0.001302531,0.0007708155,0.00001545642,0.0000117634,0.9110581],"genre_scores_gemma":[0.403207,0.0002933016,0.007630868,0.0008257166,0.00003960782,0.00003340551,0.00002639246,0.000006284718,0.5879374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9146263,"threshold_uncertainty_score":0.996757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09751083940095147,"score_gpt":0.4588478428698042,"score_spread":0.3613370034688528,"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."}}