{"id":"W4406614222","doi":"10.7202/1115411ar","title":"Défis dans les écoles franco-ontariennes : analyse de la pensée systémique chez des gestionnaires de l’éducation","year":2024,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00395103,0.0004783116,0.0004189885,0.003141145,0.007996062,0.0100723,0.00089269,0.001075907,0.004895368],"category_scores_gemma":[0.008831363,0.0003416235,0.0003552085,0.006679168,0.008459163,0.003307906,0.003727819,0.001200756,0.0003822813],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04263287,"about_ca_system_score_gemma":0.02667675,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7526179,"about_ca_topic_score_gemma":0.7854931,"domain_scores_codex":[0.9954382,0.001208072,0.0002821113,0.0006579415,0.001285162,0.001128654],"domain_scores_gemma":[0.9913802,0.002701396,0.001341024,0.0003671394,0.003161294,0.001049004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001463192,0.00007323678,0.2596325,0.0004313857,0.00005541874,0.00182506,0.6155592,0.001802441,0.002043192,0.0537248,0.002850517,0.06185598],"study_design_scores_gemma":[0.00001593637,0.00008190194,0.4356889,0.0003062778,0.00003304363,0.0002191981,0.464532,0.001241983,0.0006188527,0.004649414,0.09254422,0.00006827779],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948258,0.000866294,0.001833072,0.003446476,0.00002946684,0.00009409376,0.0003465921,0.00002343902,0.04510251],"genre_scores_gemma":[0.991043,0.0003689035,0.0007590535,0.0001229419,0.000004517517,0.0000378916,0.0001495598,0.000009445541,0.007504746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9573671,"threshold_uncertainty_score":0.4976779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1149597549404195,"score_gpt":0.4214125403526376,"score_spread":0.3064527854122182,"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."}}