{"id":"W7119929637","doi":"10.5281/zenodo.15640199","title":"DÉVELOPPEMENT PROFESSIONNEL ET ACCOMPAGNEMENT EN CONTEXTE DE STAGE : POINTS DE VUE DE FUTURS ENSEIGNANTS","year":2025,"lang":"fr","type":"article","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec à Montréal; Université du Québec à Trois-Rivières","funders":"","keywords":"Practicum; Professional development; Bachelor; Supervisor; Perception; Exploratory research; Professional qualification","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":[0.01343777,0.0005032097,0.0004822138,0.002762319,0.008935982,0.008175995,0.001739693,0.001648988,0.01041862],"category_scores_gemma":[0.03199487,0.0005069072,0.0006351676,0.001992295,0.007104944,0.00427013,0.006592726,0.002355896,0.001109931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.021157,"about_ca_system_score_gemma":0.02839785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1291253,"about_ca_topic_score_gemma":0.2321803,"domain_scores_codex":[0.9838001,0.007860843,0.0006538123,0.001143468,0.003680075,0.002861653],"domain_scores_gemma":[0.9494543,0.01417616,0.006827505,0.001721452,0.01228064,0.01554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002738361,0.0001979175,0.2261645,0.0004098999,0.00006026151,0.0008846705,0.6774643,0.0002611036,0.002570217,0.01065116,0.002679429,0.07838278],"study_design_scores_gemma":[0.00001667266,0.0004247809,0.3190494,0.0005756569,0.00003905986,0.000456379,0.6060926,0.000404339,0.001183606,0.002546097,0.06909573,0.0001155566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673504,0.001299329,0.003201054,0.004655912,0.0001175272,0.0001641681,0.00009993343,0.00004829047,0.02306339],"genre_scores_gemma":[0.9862807,0.0004524231,0.00127672,0.0002868786,0.00002205999,0.00007881459,0.00005851576,0.00002216347,0.0115217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1291253,"threshold_uncertainty_score":0.2567474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05256333454220483,"score_gpt":0.3317311858767807,"score_spread":0.2791678513345759,"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."}}