{"id":"W4233371359","doi":"10.18260/p.23972","title":"Engineering Leadership Education: A Review of Best Practices","year":2015,"lang":"en","type":"review","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Neuroleadership; Engineering ethics; Engineering education; Curriculum; Leadership studies; Leadership development; Educational leadership; Workforce; Engineering; Public relations; Political science; Leadership style; Sociology; Engineering management; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02305808,0.00160537,0.00288223,0.02818413,0.001556815,0.00451057,0.003630399,0.002270023,0.003406672],"category_scores_gemma":[0.04526988,0.001346754,0.002609873,0.03164164,0.002351526,0.006777145,0.003048162,0.00342088,0.0008144388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007729432,"about_ca_system_score_gemma":0.02012344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01023888,"about_ca_topic_score_gemma":0.02275658,"domain_scores_codex":[0.9846213,0.004463782,0.003910909,0.001427801,0.005046098,0.0005301351],"domain_scores_gemma":[0.9386833,0.03950875,0.006943928,0.0012724,0.01230588,0.001285778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001023456,0.0001428478,0.001122302,0.1353295,0.0004627357,0.0001408406,0.001402091,0.0005464248,0.000301662,0.004651026,0.03065464,0.8251435],"study_design_scores_gemma":[0.00004004074,0.0002169431,0.006602235,0.5435403,0.001350923,0.0005971093,0.0021809,0.0003463431,0.0004934449,0.002694774,0.4418431,0.00009392195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003093384,0.9968971,0.0002504987,0.00152581,0.0002393601,0.00002489218,0.000048834,0.00001234713,0.0006918823],"genre_scores_gemma":[0.003234387,0.9946969,0.0008775439,0.0008763208,0.000121034,0.00003880035,0.0000607658,0.000007280726,0.00008699561],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02818413,"threshold_uncertainty_score":0.1219442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2067485647729053,"score_gpt":0.3866970165795255,"score_spread":0.1799484518066202,"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."}}