{"id":"W7126230161","doi":"10.26443/mje/rsem.v59i3.10336","title":"Développement professionnel de chercheurs découlant d’une recherche participative : le cas de l’École en réseau","year":2025,"lang":"fr","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université du Québec à Chicoutimi","funders":"","keywords":"Context (archaeology); Continuing education; Initial training; Professional development","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":[0.03553221,0.000518343,0.0005828675,0.002504246,0.01797742,0.01592036,0.002405489,0.004602993,0.009292147],"category_scores_gemma":[0.04497687,0.0007518937,0.0007627917,0.00222896,0.02191297,0.01003395,0.01096303,0.00447797,0.002058411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01410212,"about_ca_system_score_gemma":0.03235167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03477523,"about_ca_topic_score_gemma":0.05337869,"domain_scores_codex":[0.9606463,0.02752914,0.0006919317,0.002687375,0.005148337,0.003296946],"domain_scores_gemma":[0.9270462,0.04327815,0.004578597,0.005564842,0.01246545,0.007066598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009841696,0.00008200601,0.007526128,0.0002202984,0.00001871929,0.001123676,0.793564,0.000327581,0.002159144,0.1501315,0.004016688,0.04073187],"study_design_scores_gemma":[0.00002589136,0.0001989947,0.01428827,0.0006704531,0.00002675271,0.0009067365,0.5291105,0.0008905739,0.002885815,0.02583877,0.4250371,0.000120115],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6533157,0.005438811,0.05017048,0.08994681,0.0006849807,0.00037003,0.0002177829,0.0003144039,0.199541],"genre_scores_gemma":[0.939772,0.001126117,0.009701399,0.001928643,0.00007701918,0.000219163,0.00004786413,0.0001702014,0.04695761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03553221,"threshold_uncertainty_score":0.1879145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.854725986930421,"score_gpt":0.6003396777690058,"score_spread":0.2543863091614152,"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."}}