{"id":"W7106264114","doi":"10.1590/1980531411454","title":"DISPOSITIFS DE RECHERCHE-FORMATION POUR PROFESSIONNALISER LES ENSEIGNANT·E·S","year":2025,"lang":"fr","type":"article","venue":"Cadernos de Pesquisa","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Perspective (graphical); Elaboration; Context (archaeology); Service (business)","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":[0.05242945,0.0005133648,0.0005598966,0.003825603,0.01536599,0.01666374,0.002139907,0.003040838,0.017053],"category_scores_gemma":[0.05344329,0.0005188321,0.0006979713,0.002575071,0.02596589,0.009655249,0.01085905,0.004627754,0.002697949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01400679,"about_ca_system_score_gemma":0.05386991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06164939,"about_ca_topic_score_gemma":0.0893942,"domain_scores_codex":[0.9647499,0.02279634,0.00129616,0.0018899,0.006699658,0.002568017],"domain_scores_gemma":[0.8998223,0.04162112,0.009506899,0.007664416,0.02659801,0.01478727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001328978,0.0003398873,0.04318019,0.0005646592,0.00004883892,0.000878881,0.2421521,0.0006152485,0.001544924,0.5650851,0.01261701,0.1328402],"study_design_scores_gemma":[0.00003705346,0.0003310533,0.05238946,0.001724739,0.00006270576,0.0006661239,0.2690724,0.0008309608,0.001670087,0.1327094,0.5403761,0.0001298586],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2933803,0.01066981,0.04561862,0.1308753,0.001012108,0.0008448636,0.0003124562,0.0003769462,0.5169097],"genre_scores_gemma":[0.9009002,0.004756999,0.01961422,0.003154505,0.000282522,0.0004210248,0.0001423356,0.0001020719,0.07062605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06164939,"threshold_uncertainty_score":0.2772768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4759305364544677,"score_gpt":0.5343331262901203,"score_spread":0.05840258983565261,"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."}}