{"id":"W2580391836","doi":"10.18260/1-2--17547","title":"Attributes of a Global Engineer","year":2020,"lang":"en","type":"article","venue":"","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quanser (Canada)","funders":"","keywords":"Engineering education; Employability; Context (archaeology); Stakeholder; Engineering; Engineering management; Quality (philosophy); Management; Public relations; Political science; Sociology; 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":[0.002802348,0.000363341,0.0002520608,0.001551114,0.006168661,0.01025266,0.0005695245,0.00138721,0.02440316],"category_scores_gemma":[0.009793115,0.0001667563,0.0002309964,0.001025808,0.003988315,0.002972154,0.004219489,0.004073423,0.008370288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002668557,"about_ca_system_score_gemma":0.005029435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003257437,"about_ca_topic_score_gemma":0.008966888,"domain_scores_codex":[0.9950266,0.001202721,0.0001346879,0.0002758335,0.002478132,0.0008820075],"domain_scores_gemma":[0.9803662,0.001481467,0.001238367,0.0008207745,0.004289205,0.01180402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001697455,0.0003441335,0.06475002,0.0001969888,0.00004435049,0.0020979,0.03638354,0.00086189,0.004464398,0.312278,0.4319367,0.1464723],"study_design_scores_gemma":[0.000006248005,0.0001066449,0.01431837,0.0001538743,0.00001416188,0.003487083,0.03286373,0.0003650442,0.0007488955,0.0258141,0.9220785,0.0000432489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07988985,0.0007313963,0.004348437,0.06056709,0.002118978,0.00004717627,0.0001132018,0.000148212,0.8520358],"genre_scores_gemma":[0.6141778,0.001099642,0.002466633,0.01471461,0.0009220163,0.00003594564,0.0001081232,0.0001734735,0.3663017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02440316,"threshold_uncertainty_score":0.08163667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03676376179041169,"score_gpt":0.2866200258460524,"score_spread":0.2498562640556407,"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."}}