{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1597693,0.001313522,0.002197964,0.006355944,0.004697897,0.01740496,0.00365411,0.007359459,0.01347816],"category_scores_gemma":[0.3790547,0.001123697,0.003220094,0.00418365,0.008286475,0.01278628,0.007623143,0.009570511,0.003833656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009868052,"about_ca_system_score_gemma":0.03944895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01784211,"about_ca_topic_score_gemma":0.01467397,"domain_scores_codex":[0.8126111,0.1211982,0.0170341,0.007703425,0.03836194,0.003091255],"domain_scores_gemma":[0.4605057,0.4178856,0.02365647,0.01499948,0.0735534,0.009399287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002442957,0.0004246166,0.02173649,0.01132318,0.0007504989,0.001571556,0.02531994,0.00119159,0.005470444,0.04318288,0.06115303,0.8254328],"study_design_scores_gemma":[0.0006481638,0.00207206,0.05243575,0.04236795,0.001214758,0.007601801,0.04800781,0.005285265,0.01286668,0.09046476,0.7359008,0.001134211],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09800197,0.1586823,0.1269497,0.5011403,0.01119806,0.002883479,0.003020507,0.0008968341,0.09722682],"genre_scores_gemma":[0.5346756,0.09438952,0.2916802,0.03544378,0.006325329,0.003251954,0.002911015,0.0008273764,0.03049519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1597693,"threshold_uncertainty_score":0.8449507,"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."}}