{"id":"W7162320667","doi":"10.5281/zenodo.15640198","title":"DÉVELOPPEMENT PROFESSIONNEL ET ACCOMPAGNEMENT EN CONTEXTE DE STAGE : POINTS DE VUE DE FUTURS ENSEIGNANTS","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Evaluation of Teaching Practices","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":"Context (archaeology); Professional development; Occupational training; Continuing education","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01330889,0.0002201997,0.0002164548,0.0002457288,0.004857035,0.001016279,0.001424785,0.0001764463,0.03007674],"category_scores_gemma":[0.005721198,0.0002522183,0.00008039338,0.000698801,0.0003540217,0.0006376371,0.001331539,0.0007389323,0.003469067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002033394,"about_ca_system_score_gemma":0.0002035857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005798409,"about_ca_topic_score_gemma":0.00003441588,"domain_scores_codex":[0.988837,0.008633242,0.000442338,0.000497349,0.0007431283,0.0008469166],"domain_scores_gemma":[0.9980163,0.0003585758,0.0003127274,0.0004178048,0.0005708602,0.0003237327],"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":[0.0001796894,0.0008732776,0.0003427272,0.0003111256,0.0002210519,0.00003285532,0.2243253,0.0003344827,0.002183442,0.1318632,0.3888935,0.2504394],"study_design_scores_gemma":[0.0008619654,0.0001471161,0.008326988,0.0003522679,0.00006471295,0.00001645746,0.0464765,0.0008446928,0.0003216506,0.002307972,0.9400452,0.0002345146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3254558,0.001345913,0.04614725,0.3500617,0.001497135,0.002160946,0.0002805036,0.001140537,0.2719103],"genre_scores_gemma":[0.921937,0.001718834,0.006469048,0.00436851,0.0003465364,4.931654e-7,0.000283813,0.0008238201,0.06405199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5964812,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1628606576725781,"score_gpt":0.4038290711602502,"score_spread":0.2409684134876721,"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."}}