{"id":"W4412870708","doi":"10.24908/pceea.2025.19591","title":"Leading by Experiment: Phased Leadership Integration from Rotational Training to Systematic Curriculum Development in Engineering Education","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Training (meteorology); Curriculum; Engineering; Engineering management; Engineering ethics; Medical education; Mathematics education; Pedagogy; Psychology; Physics; Medicine","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":[0.02410227,0.000727834,0.0007097969,0.001117898,0.001861335,0.002349643,0.001960001,0.0009253743,0.002250179],"category_scores_gemma":[0.02163426,0.0007657091,0.0008917995,0.001023633,0.001192729,0.001820101,0.003457336,0.001616804,0.0006137008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002214924,"about_ca_system_score_gemma":0.01122977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001574854,"about_ca_topic_score_gemma":0.00412186,"domain_scores_codex":[0.9845993,0.01014969,0.0008537597,0.001820258,0.001505637,0.001071239],"domain_scores_gemma":[0.982438,0.007468425,0.00191602,0.003489779,0.001840014,0.002847702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004883409,0.08359243,0.03022354,0.001711244,0.0002031911,0.0001986423,0.01163979,0.006662625,0.03296246,0.00554989,0.003744754,0.8186281],"study_design_scores_gemma":[0.02804421,0.4100704,0.1974549,0.00208982,0.001491381,0.0008763217,0.02435807,0.03318781,0.1475844,0.0384867,0.1152807,0.001075325],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9020804,0.0003450878,0.06419051,0.0009947238,0.0003110027,0.02429698,0.0002760873,0.001244668,0.006260577],"genre_scores_gemma":[0.5965301,0.0002514809,0.3822843,0.001034482,0.00006240816,0.01761994,0.0003670164,0.0001021277,0.001748153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02410227,"threshold_uncertainty_score":0.1274665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060323270012035,"score_gpt":0.2203344206594011,"score_spread":0.2097311879592808,"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."}}