{"id":"W1909802662","doi":"10.24908/pceea.v0i0.4819","title":"A SUCCESSFUL APPROACH TO EDUCATING ENGINEERING LEADERS AT THE GRADUATE LEVEL","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering management; Engineering; Leadership development; Value (mathematics); Engineering education; Engineering ethics; Computer science; Political science; Public relations","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"],"consensus_categories":[],"category_scores_codex":[0.0004418621,0.0003268866,0.0002510516,0.0004344419,0.0002477449,0.0002218838,0.0006589261,0.0001824114,0.00008551262],"category_scores_gemma":[0.0009421437,0.0002888313,0.0001331505,0.00103833,0.0000239326,0.0003163679,0.00005381091,0.0004771471,0.0001222434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00307498,"about_ca_system_score_gemma":0.0004102463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00831054,"about_ca_topic_score_gemma":0.001918863,"domain_scores_codex":[0.9981564,0.000007415609,0.0004442351,0.0002770388,0.0004506938,0.0006642126],"domain_scores_gemma":[0.9985072,0.0001081124,0.0001562204,0.0002582088,0.0005337177,0.0004365519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000001863236,0.0001184905,0.02518459,0.001208299,0.0003558973,5.271973e-8,0.01459399,0.3318054,0.01807003,0.006132489,0.5996425,0.002886402],"study_design_scores_gemma":[0.0005976796,0.00003896655,0.5796535,0.0006413653,0.0002130593,0.0000549709,0.008700106,0.1484911,0.01906148,0.0001554526,0.2398575,0.00253491],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96099,0.0002833132,0.0003787019,0.01224367,0.005760147,0.001520153,0.00004541834,0.0005363255,0.01824225],"genre_scores_gemma":[0.9898012,0.00001168327,0.002696585,0.0004431295,0.0004461318,0.0005312151,0.00001811669,0.0001169805,0.005934947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5544689,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02985269236340603,"score_gpt":0.2275718596106975,"score_spread":0.1977191672472914,"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."}}