{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006567059,0.0001943561,0.0002112209,0.0001088997,0.00103218,0.00007908062,0.0003574899,0.0009214052,0.0005306133],"category_scores_gemma":[0.002867386,0.0002112891,0.0001344742,0.0005245621,0.0009106811,0.0003693013,0.00004293245,0.0008336614,0.0001224733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351372,"about_ca_system_score_gemma":0.002484454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001006458,"about_ca_topic_score_gemma":0.0001583621,"domain_scores_codex":[0.9941398,0.004341858,0.0003848845,0.000290654,0.0002113358,0.0006314986],"domain_scores_gemma":[0.9964002,0.00280603,0.0001780588,0.000180838,0.0002682353,0.0001666187],"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":[0.00001443501,0.0002623174,0.02141385,0.0003523817,0.00008762775,0.000003270726,0.2235341,0.00003397697,0.001143972,0.6452514,0.04497306,0.06292959],"study_design_scores_gemma":[0.0006517472,0.00004586305,0.05305814,0.00159107,0.0002350853,0.00001911348,0.4542136,0.001217021,0.001603841,0.1597522,0.3270426,0.0005697919],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5764315,0.0150912,0.0305998,0.2699064,0.005619469,0.0006006398,0.0000385297,0.000175074,0.1015375],"genre_scores_gemma":[0.8442202,0.002186345,0.008953764,0.003670908,0.003314809,0.0001202685,0.00005254885,0.0000213189,0.1374599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4854992,"threshold_uncertainty_score":0.8616118,"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."}}