{"id":"W7133467885","doi":"","title":"La recherche en éducation, levier pour améliorer la formation initiale des enseignants?","year":2024,"lang":"fr","type":"article","venue":"ORBi UMONS","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Context (archaeology); Disease; Action (physics); Mutation; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.1132835,0.0007558362,0.001710206,0.005994417,0.006944529,0.02032113,0.003746275,0.00695232,0.04652666],"category_scores_gemma":[0.3648828,0.0006120933,0.0007875256,0.003243249,0.007234712,0.01537355,0.005784367,0.006140906,0.01491745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006218359,"about_ca_system_score_gemma":0.05759696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01017043,"about_ca_topic_score_gemma":0.01122985,"domain_scores_codex":[0.9003918,0.04705162,0.005512909,0.004885497,0.03830891,0.003849202],"domain_scores_gemma":[0.526193,0.08161327,0.01600739,0.02322247,0.323681,0.02928295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001260331,0.0002590971,0.01117533,0.001882236,0.0001137021,0.001039526,0.009076684,0.0003007432,0.001892796,0.05786307,0.5585268,0.3577441],"study_design_scores_gemma":[0.00005018299,0.0001238548,0.006971226,0.002746119,0.00005664541,0.0006141897,0.01177728,0.0007834795,0.001412456,0.01652006,0.9588602,0.00008442604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02061559,0.03805913,0.0110382,0.7323617,0.08091423,0.0006324967,0.0004068897,0.0007739851,0.1151979],"genre_scores_gemma":[0.3471706,0.06398509,0.04048817,0.06103354,0.05568495,0.0009702343,0.001332531,0.001262071,0.4280728],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1132835,"threshold_uncertainty_score":0.5991074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6360032063510928,"score_gpt":0.5197971957080042,"score_spread":0.1162060106430886,"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."}}