{"id":"W1941412156","doi":"10.24908/pceea.v0i0.5811","title":"Comparison of Career Success Competencies and Engineering Leadership Capabilities","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Openness to experience; Engineering education; Psychology; Personality; Lifelong learning; Globalization; Engineering ethics; Pedagogy; Medical education; Engineering; Management; Political science; Engineering management; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003451858,0.0001900564,0.0002695848,0.0003165501,0.00005102136,0.00006295876,0.0002481001,0.000138648,0.0000100041],"category_scores_gemma":[0.0006755602,0.0001963886,0.00005377744,0.0004672367,0.00002512568,0.0002010904,0.00002158734,0.000222952,0.000002497917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430519,"about_ca_system_score_gemma":0.0003925863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001668038,"about_ca_topic_score_gemma":0.0013376,"domain_scores_codex":[0.9988161,0.000003951711,0.0003854397,0.0001379588,0.0003466025,0.0003098976],"domain_scores_gemma":[0.9988658,0.0000535488,0.0001414065,0.00009871887,0.0005601509,0.0002803474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002818536,0.0001111656,0.7905907,0.003208573,0.0003039235,8.053277e-8,0.02660562,0.1010002,0.00778578,0.01605821,0.05342453,0.0009083727],"study_design_scores_gemma":[0.0006875739,0.00005984088,0.8030822,0.0009896094,0.0001637318,0.00001336017,0.01824419,0.0730863,0.03497778,0.0001384512,0.06721534,0.001341574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927942,0.001146435,0.00003938861,0.00100096,0.002391613,0.0002806913,0.00001747121,0.0001924613,0.002136736],"genre_scores_gemma":[0.9978607,0.000009754812,0.001485394,0.00003076637,0.00008967787,0.0000447648,0.000007070134,0.00003833705,0.0004335647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02791395,"threshold_uncertainty_score":0.8008495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139770464061686,"score_gpt":0.226216620025882,"score_spread":0.1948189153852651,"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."}}