{"id":"W1915312026","doi":"10.24908/pceea.v0i0.3612","title":"When Engineers Become Managers: Learning from Current Engineering Managers to Advance Engineering Management Education","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Interpersonal communication; Engineering; Management training; Engineering management; Training (meteorology); Business; Knowledge management; Psychology; Management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01297265,0.0004193404,0.0002296849,0.000637461,0.005521365,0.007326124,0.001355082,0.002071475,0.00424266],"category_scores_gemma":[0.02689791,0.00049831,0.0002302181,0.0002501584,0.003789317,0.00781904,0.004942242,0.003700419,0.00110414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00363792,"about_ca_system_score_gemma":0.008383303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716371,"about_ca_topic_score_gemma":0.01021995,"domain_scores_codex":[0.988729,0.007596628,0.0001901823,0.0004658685,0.00128821,0.001730104],"domain_scores_gemma":[0.9789779,0.007665939,0.002269187,0.0005346446,0.002617207,0.007935125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001270569,0.001656385,0.05648329,0.0004399784,0.00003168527,0.003245431,0.6617643,0.0003595999,0.006226613,0.00826457,0.04609416,0.2153069],"study_design_scores_gemma":[0.00003147652,0.000402103,0.01438973,0.0004186811,0.00001895494,0.0008133773,0.8542722,0.000334124,0.001470374,0.003339472,0.1244599,0.00004964109],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8635203,0.001728266,0.008800906,0.08054598,0.0007768487,0.000210899,0.00002873494,0.0001819678,0.04420612],"genre_scores_gemma":[0.9730898,0.001257049,0.005589273,0.006820795,0.0001501369,0.0001289196,0.00003052015,0.00003661932,0.0128969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01297265,"threshold_uncertainty_score":0.06860679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026370851425206,"score_gpt":0.2203242574995509,"score_spread":0.2100605489852989,"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."}}