{"id":"W4403945065","doi":"10.18162/fp.2024.a325","title":"La prise de décision appuyée sur les données : la direction d’établissement d’enseignement au cœur d’une implantation réussie","year":2024,"lang":"fr","type":"article","venue":"Formation et profession","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 Trois-Rivières","funders":"","keywords":"Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008354329,0.0002513877,0.000209576,0.0002573599,0.001366259,0.0002570462,0.0001739477,0.0005354717,0.0002391378],"category_scores_gemma":[0.0004220101,0.0002353396,0.0001224171,0.0006199136,0.0003681275,0.002082638,0.00005583337,0.0005566744,0.0001409611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009840822,"about_ca_system_score_gemma":0.001056918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003046749,"about_ca_topic_score_gemma":0.001116566,"domain_scores_codex":[0.9946014,0.00336644,0.0006415925,0.0003499433,0.00057724,0.0004634166],"domain_scores_gemma":[0.9971927,0.001964037,0.0002893863,0.0001533824,0.0002602637,0.0001401841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000325128,0.0003794322,0.001375646,0.001198012,0.00005931399,0.000004264498,0.5591384,0.0001396767,0.001388032,0.1734637,0.01892489,0.2438961],"study_design_scores_gemma":[0.0006561627,0.0001486106,0.0432417,0.003730479,0.0001496208,0.00004476782,0.4478503,0.004802629,0.0005760202,0.0127594,0.4855273,0.0005130654],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8653276,0.004036895,0.02366037,0.06104055,0.01026527,0.001010601,0.00005480982,0.000397702,0.03420619],"genre_scores_gemma":[0.9847256,0.004881044,0.001676109,0.0002155995,0.001474174,0.0002171446,0.0004745744,0.00003046629,0.006305275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4666024,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1291112901636394,"score_gpt":0.4359730322594748,"score_spread":0.3068617420958354,"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."}}