{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003523966,0.0003690035,0.001102602,0.0002145468,0.000008614048,0.00001910036,0.0002996067,0.0001645483,0.0003938123],"category_scores_gemma":[0.0002675007,0.000323331,0.0001929107,0.000590044,0.000008895772,0.0001109037,0.00002295676,0.0003123056,0.0004011911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224891,"about_ca_system_score_gemma":0.0008846954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003798277,"about_ca_topic_score_gemma":4.24009e-7,"domain_scores_codex":[0.9986557,0.00002356122,0.0006740888,0.0001926511,0.0002446141,0.0002093282],"domain_scores_gemma":[0.9989622,0.00007238403,0.0002804455,0.0003826681,0.0001491059,0.0001532012],"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":[2.616338e-8,0.00002832576,6.597328e-8,0.3977463,0.00006607064,2.938203e-7,0.00001797528,0.00002382738,3.290277e-8,0.0001334621,0.05922508,0.5427586],"study_design_scores_gemma":[0.0000146914,0.000004531645,8.847693e-8,0.1729803,0.0002658446,0.0000357509,0.000039569,0.00002463931,5.122722e-7,4.230307e-7,0.8263528,0.000280904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.309556e-8,0.9757453,0.00008721848,0.00004099235,0.001499573,0.0004669414,0.000004662498,0.0002395347,0.02191575],"genre_scores_gemma":[1.543318e-7,0.9920054,0.003280144,0.00004825279,0.0002066151,0.0002945161,0.0001028961,0.00008104793,0.003980943],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7671277,"threshold_uncertainty_score":0.9999219,"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."}}