{"id":"W7117474371","doi":"10.3917/riges.504.0002","title":"Façonnons le leadership en affaires, ensemble","year":2025,"lang":"","type":"article","venue":"Gestion","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004032008,0.0002185947,0.0002736683,0.0004002191,0.002114724,0.0002638292,0.0005197186,0.0006224996,0.0007049221],"category_scores_gemma":[0.001813654,0.0002582667,0.00012067,0.001530611,0.0006438236,0.0004195669,0.00005655121,0.0008500075,0.0005246475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006555844,"about_ca_system_score_gemma":0.005924294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009743229,"about_ca_topic_score_gemma":0.01615833,"domain_scores_codex":[0.9951363,0.001941358,0.000459464,0.0005859711,0.0006910593,0.001185901],"domain_scores_gemma":[0.9974479,0.001347724,0.0001238225,0.0004004602,0.0003419693,0.0003381452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009475206,0.0006107016,0.01417376,0.001193439,0.0000615297,0.000003901079,0.1256378,0.00003420609,0.0004301485,0.6121316,0.1171295,0.1284987],"study_design_scores_gemma":[0.0007234034,0.0001459131,0.05812042,0.000917379,0.00006699332,0.000001387643,0.4176272,0.0002267363,0.0005176949,0.01692347,0.5042961,0.0004332798],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01804473,0.007585125,0.001320174,0.8515354,0.003680052,0.0009975971,0.000007060178,0.0001525261,0.1166773],"genre_scores_gemma":[0.8693234,0.002152846,0.0002521595,0.001118631,0.001169077,0.00006822863,0.00001944112,0.00001612711,0.12588],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8512787,"threshold_uncertainty_score":0.9999869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1880383021652002,"score_gpt":0.4294074672283827,"score_spread":0.2413691650631825,"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."}}