{"id":"W7163591771","doi":"10.5281/zenodo.17524236","title":"BESOINS PSYCHOLOGIQUES FONDAMENTAUX DE STAGIAIRES EN ENSEIGNEMENT AU SECONDAIRE EN EMPLOI: PERCEPTIONS DES PRATIQUES D'ACCOMPAGNEMENT EM STAGE","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université Laval","funders":"","keywords":"Professional development; Face (sociological concept); Continuing education; Graduate students","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001481074,0.0001405802,0.0001378591,0.0002490043,0.00526373,0.0008527624,0.0008735668,0.00009544447,0.02705025],"category_scores_gemma":[0.0004350851,0.0001560715,0.00006723354,0.0004240623,0.0003196964,0.0003532417,0.0009944898,0.0002245626,0.0006048795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0017635,"about_ca_system_score_gemma":0.00009592137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008634162,"about_ca_topic_score_gemma":0.0005147958,"domain_scores_codex":[0.9976153,0.000930543,0.000227574,0.0003589189,0.0004004943,0.0004671711],"domain_scores_gemma":[0.9990822,0.00005374448,0.00007003749,0.0002438046,0.0003787824,0.0001714508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007864895,0.0004360194,0.004311009,0.0001008756,0.0001445801,0.00001697235,0.4297748,0.00001407631,0.001362593,0.0303459,0.3923263,0.1410883],"study_design_scores_gemma":[0.0003650621,0.000129622,0.1754662,0.0000406513,0.00001955727,0.000001778516,0.1239007,0.000008163008,0.0002151331,0.0005624942,0.6991212,0.0001694438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7103541,0.00003736386,0.002574798,0.00151685,0.0001029419,0.0005338492,0.0001447097,0.0007265949,0.2840087],"genre_scores_gemma":[0.9899854,0.0002767137,0.001420857,0.0004214665,0.00009448321,2.794659e-7,0.0003720581,0.0001694606,0.007259246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3067949,"threshold_uncertainty_score":0.9960313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518496731105298,"score_gpt":0.3114367020367431,"score_spread":0.2762517347256901,"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."}}