{"id":"W4417401639","doi":"10.7202/1122025ar","title":"L’insertion professionnelle du personnel enseignant de la formation professionnelle : une analyse multidimensionnelle des défis vécus","year":2025,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Université du Québec à Rimouski","funders":"","keywords":"Continuing education; Research methodology; Inclusion (mineral); Participant observation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02034135,0.0006957809,0.0007212376,0.003386346,0.005164724,0.01115816,0.001659476,0.00183935,0.008553812],"category_scores_gemma":[0.04259514,0.0005954737,0.001173656,0.003367595,0.006242386,0.006750058,0.00730179,0.002788955,0.001195558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01313149,"about_ca_system_score_gemma":0.01759248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03202141,"about_ca_topic_score_gemma":0.03807516,"domain_scores_codex":[0.9789826,0.01084884,0.001201874,0.001829694,0.00492359,0.002213504],"domain_scores_gemma":[0.9445292,0.02877153,0.009815884,0.002291044,0.00918748,0.005404864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003659477,0.0003805103,0.3745542,0.001397084,0.0002869148,0.000617728,0.4515627,0.001088766,0.001280974,0.04065739,0.003989283,0.1238184],"study_design_scores_gemma":[0.00004074265,0.000342326,0.4612555,0.001691123,0.0001291693,0.0004975451,0.4737051,0.002273874,0.0006896039,0.01296155,0.04626827,0.000145245],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491192,0.002285693,0.01208427,0.004130744,0.0001587003,0.0003441818,0.0003903877,0.00006388609,0.03142292],"genre_scores_gemma":[0.9891458,0.0006788927,0.004921,0.0003466037,0.00002148767,0.0003514255,0.0002268986,0.0000314637,0.004276379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03202141,"threshold_uncertainty_score":0.1075766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09684687527296244,"score_gpt":0.4371976516340814,"score_spread":0.3403507763611189,"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."}}