{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003473839,0.0002898658,0.0003053862,0.00084233,0.007145332,0.004397085,0.0009274133,0.001103686,0.006699657],"category_scores_gemma":[0.007748326,0.0003691899,0.0002886241,0.0008082103,0.004882446,0.001808336,0.002379312,0.003136409,0.0005833816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01648378,"about_ca_system_score_gemma":0.01913374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7332573,"about_ca_topic_score_gemma":0.8677882,"domain_scores_codex":[0.9980268,0.0005024486,0.0000609236,0.0001382985,0.0006096421,0.0006618813],"domain_scores_gemma":[0.9904942,0.001788842,0.001500489,0.0001947791,0.002753827,0.003267965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001084591,0.0001983254,0.120617,0.00006370246,0.00001702893,0.0002807421,0.8648173,0.00006036648,0.001074677,0.0008580355,0.002137203,0.009767165],"study_design_scores_gemma":[0.000007706511,0.0001008927,0.2858755,0.00006859679,0.000008831557,0.00005951063,0.7050618,0.0001893178,0.0001791679,0.0001385514,0.008272127,0.0000380126],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948351,0.00009424326,0.0001045321,0.0006587103,0.0000131362,0.0000150644,0.00001667789,0.000004253201,0.004258258],"genre_scores_gemma":[0.9933069,0.0001347343,0.0001094047,0.0001898345,0.000004715071,0.00002231651,0.00002865152,0.000004478143,0.006198935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7332573,"threshold_uncertainty_score":0.5366272,"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."}}