{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03298876,0.001030357,0.001071839,0.005301488,0.007442414,0.03086357,0.002275627,0.005268102,0.05155911],"category_scores_gemma":[0.05691903,0.0007041465,0.001324799,0.006847746,0.008245081,0.01339512,0.006930557,0.006142993,0.01369864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02047747,"about_ca_system_score_gemma":0.02708289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08337183,"about_ca_topic_score_gemma":0.06806616,"domain_scores_codex":[0.9717843,0.01303221,0.00177366,0.00174664,0.009689432,0.001973686],"domain_scores_gemma":[0.925023,0.03158166,0.003058447,0.008039006,0.02764996,0.004647839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004848666,0.0002314591,0.004979722,0.002349905,0.0000506927,0.00110557,0.06469373,0.0009076218,0.003993525,0.3132418,0.3945453,0.2134159],"study_design_scores_gemma":[0.00002598026,0.00006054393,0.004283309,0.001132237,0.00001469927,0.0002809858,0.01642946,0.0002471513,0.001760077,0.01011202,0.9655704,0.00008323132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03619176,0.03201409,0.03388967,0.2589758,0.01679409,0.001054242,0.00698745,0.002790798,0.6113021],"genre_scores_gemma":[0.4891519,0.03409171,0.06295103,0.01823956,0.005638614,0.001933374,0.006823458,0.002319038,0.3788514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08337183,"threshold_uncertainty_score":0.1744634,"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."}}