{"id":"W4411555864","doi":"10.7202/1118413ar","title":"<i>Advocacy,</i> promotion et positionnement des professionnels de l’information : les cas de l’Université de Montréal, de l’Université du Québec à Montréal et de HEC Montréal","year":2025,"lang":"fr","type":"article","venue":"Archives","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Université du Québec à Montréal; Université de Montréal","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001791392,0.0002475657,0.0002170657,0.0001890394,0.002598071,0.00007922961,0.0003405157,0.0002241244,0.0001523458],"category_scores_gemma":[0.0004421812,0.0002828803,0.0001674565,0.000275896,0.0009693747,0.000624802,0.0001463306,0.000371978,0.000021549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002329427,"about_ca_system_score_gemma":0.003673986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3097945,"about_ca_topic_score_gemma":0.1849169,"domain_scores_codex":[0.9965836,0.00187882,0.0003258985,0.0002612526,0.0002142561,0.000736178],"domain_scores_gemma":[0.9979059,0.001305373,0.0002332925,0.0001702243,0.0001177074,0.0002675076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000970384,0.0004652603,0.1016784,0.000152259,0.0001612967,0.0000121362,0.7513824,0.002387276,0.001183168,0.1107356,0.01178826,0.01995688],"study_design_scores_gemma":[0.001087944,0.0001651264,0.5161598,0.0005103513,0.0002108397,0.00005296747,0.4158044,0.003886412,0.0004180904,0.03029833,0.03105918,0.0003466009],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8289872,0.004863571,0.02225405,0.1244889,0.0002964745,0.0004267646,0.00004356457,0.0001106226,0.01852873],"genre_scores_gemma":[0.9668399,0.01436555,0.01233972,0.001811607,0.000328173,0.00005806942,0.00009333757,0.00001725471,0.004146401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4144814,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02937944237923292,"score_gpt":0.3136118893003053,"score_spread":0.2842324469210724,"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."}}