{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004775306,0.0006263671,0.0006092636,0.0004377598,0.002334069,0.0005612345,0.001126216,0.0008454222,0.0004917947],"category_scores_gemma":[0.00182032,0.0006536556,0.0003200146,0.001106994,0.0001268095,0.0009043146,0.0004402166,0.00135022,0.00004797921],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004263301,"about_ca_system_score_gemma":0.009285293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00017308,"about_ca_topic_score_gemma":0.004030127,"domain_scores_codex":[0.9918032,0.003548771,0.001101073,0.0007744666,0.00107505,0.001697447],"domain_scores_gemma":[0.9955207,0.001635047,0.0007602988,0.0006029042,0.0006213947,0.0008597021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002052677,0.001366399,0.004586268,0.0002930331,0.000313448,0.00006453334,0.1055268,0.000150192,0.0007684404,0.868795,0.01391222,0.004018321],"study_design_scores_gemma":[0.001136061,0.00007430199,0.03425762,0.0007738511,0.0001897426,0.000169364,0.06535454,0.0002852584,0.0005111257,0.004805631,0.8918602,0.0005822974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3569313,0.003415767,0.005218385,0.5129219,0.004711617,0.001157263,0.000164248,0.0002475524,0.1152319],"genre_scores_gemma":[0.9642624,0.003199744,0.008967112,0.005146452,0.001390077,0.0003590432,0.0001036773,0.00005486186,0.0165166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.877948,"threshold_uncertainty_score":0.9995915,"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."}}