{"id":"W4251235494","doi":"10.4000/rechercheformation.2401","title":"Leadership éducatif ?","year":2015,"lang":"fr","type":"article","venue":"Recherche & formation","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005416305,0.0001082171,0.0001054067,0.00005825957,0.0001954444,0.000137077,0.0001942504,0.000367726,0.0004720405],"category_scores_gemma":[0.002500455,0.0001158736,0.00005789581,0.000572795,0.000204499,0.002442885,0.00001848652,0.0005291196,0.003673034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165074,"about_ca_system_score_gemma":0.001134037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005840291,"about_ca_topic_score_gemma":0.0009723232,"domain_scores_codex":[0.9971973,0.001743957,0.0002447057,0.0001069009,0.0003692964,0.0003377888],"domain_scores_gemma":[0.9982364,0.0008835957,0.0002065747,0.0001462607,0.0002798167,0.0002473944],"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":[0.00001233205,0.0001474687,0.0002600781,0.000106333,0.0000169783,1.834065e-7,0.3807465,0.0000354663,0.00001442623,0.2768605,0.2437936,0.09800617],"study_design_scores_gemma":[0.00009973012,0.00003897531,0.0003026382,0.00005371537,0.00002907068,0.000006593706,0.1484316,0.0002857987,0.0001017472,0.0277148,0.8228071,0.0001281446],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04728207,0.01267806,0.0005209878,0.450653,0.004150793,0.0002388581,0.000007238149,0.00006503837,0.4844039],"genre_scores_gemma":[0.6390862,0.004113077,0.008536415,0.00440833,0.004381043,0.00003716,0.00007820469,0.00002712105,0.3393324],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5918042,"threshold_uncertainty_score":0.9971027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.871316658605894,"score_gpt":0.5363470156591474,"score_spread":0.3349696429467466,"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."}}