{"id":"W1670261922","doi":"10.4000/formationemploi.4359","title":"Quelle professionnalisation dans les universités québécoises ?","year":2015,"lang":"fr","type":"article","venue":"Formation emploi","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Political science; Humanities; Philosophy","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":[0.00404142,0.0002962787,0.0003106869,0.00213084,0.0177509,0.006569133,0.001193139,0.001761674,0.01401898],"category_scores_gemma":[0.006296247,0.0002673576,0.0003070878,0.002266004,0.01037391,0.003483659,0.004173117,0.003106868,0.001011689],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05876812,"about_ca_system_score_gemma":0.07593728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9010482,"about_ca_topic_score_gemma":0.9580103,"domain_scores_codex":[0.9952738,0.001127019,0.00007569692,0.0004211604,0.0009706635,0.002131737],"domain_scores_gemma":[0.9920334,0.0007601872,0.0006226645,0.0003486781,0.002207204,0.004027838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001517029,0.0001816392,0.06503586,0.0001822537,0.00003332675,0.0007090921,0.3493551,0.0008289858,0.002294901,0.3890663,0.02736447,0.1647965],"study_design_scores_gemma":[0.00002378375,0.0001246556,0.2714697,0.0004636614,0.00001891896,0.0002378725,0.186186,0.0008248169,0.0007388303,0.01410867,0.5256692,0.0001339685],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7022219,0.003779726,0.002760343,0.05012459,0.0004070795,0.00009749422,0.0002212223,0.0000917811,0.2402958],"genre_scores_gemma":[0.9226136,0.0005920116,0.000696641,0.001067429,0.00003845636,0.00002431737,0.00004784328,0.00002569416,0.07489399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9412319,"threshold_uncertainty_score":0.4263945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3699673024994005,"score_gpt":0.4521527640657649,"score_spread":0.08218546156636447,"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."}}