{"id":"W4414755602","doi":"10.3917/riges.503.0044","title":"Matt Beane le code des compétences","year":2025,"lang":"fr","type":"article","venue":"Gestion","topic":"Education, sociology, and vocational training","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003026915,0.001054163,0.001143129,0.00279559,0.002696566,0.007948105,0.0009054737,0.003214554,0.0818228],"category_scores_gemma":[0.0185083,0.000484851,0.001192866,0.00240744,0.002636383,0.00383159,0.001711131,0.006778459,0.02777745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007224653,"about_ca_system_score_gemma":0.00481743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06319614,"about_ca_topic_score_gemma":0.03137878,"domain_scores_codex":[0.9941024,0.001680398,0.0003146399,0.0007301661,0.002643705,0.0005286749],"domain_scores_gemma":[0.9921721,0.00271194,0.0003531878,0.000882278,0.003345709,0.0005348435],"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":[0.0002612997,0.00006088551,0.002072583,0.0001517906,0.00003570267,0.0001679084,0.000767034,0.0008549819,0.001307851,0.702572,0.1962221,0.09552576],"study_design_scores_gemma":[0.00006559636,0.00004930076,0.006313261,0.0002317198,0.00001174498,0.0004112358,0.0004279827,0.001948979,0.001877125,0.04569954,0.9428813,0.00008210438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03812574,0.004397167,0.101746,0.06900691,0.01946005,0.0002693334,0.024875,0.006675246,0.7354444],"genre_scores_gemma":[0.2762202,0.003078867,0.05464669,0.005117027,0.005122743,0.0009379128,0.01098504,0.004952531,0.638939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0818228,"threshold_uncertainty_score":0.2737246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2091174155830805,"score_gpt":0.4518828165958395,"score_spread":0.242765401012759,"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."}}