{"id":"W1540941464","doi":"10.24908/pceea.v0i0.4006","title":"A CONSORTIUM FOR GLOBAL ENGINEERING DESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundación Para La Innovación Y La Prospectiva En Salud En España; European Commission","keywords":"Prestige; Productivity; Engineering ethics; Global Leadership; Engineering management; Engineering; Sociology; Political science; Knowledge management; Public relations; Computer science; Economic growth; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01418786,0.00142079,0.0005592635,0.003316209,0.003392463,0.00918013,0.001843054,0.003721915,0.1112374],"category_scores_gemma":[0.01187532,0.0005791732,0.0008708145,0.002690396,0.002156355,0.00379059,0.007698374,0.003248413,0.03864627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003589579,"about_ca_system_score_gemma":0.02089745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013477,"about_ca_topic_score_gemma":0.017574,"domain_scores_codex":[0.9906054,0.002118874,0.0004104571,0.0008987013,0.00497685,0.0009896817],"domain_scores_gemma":[0.9838884,0.001200279,0.0003806917,0.003899897,0.006880002,0.003750705],"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":[0.00008305901,0.0001513722,0.0008126374,0.0002491807,0.00002122865,0.000200883,0.0006383517,0.000891986,0.002847658,0.1601051,0.590046,0.2439526],"study_design_scores_gemma":[0.00001072881,0.00001463825,0.0002439264,0.00004189481,0.000002994591,0.00005224421,0.0001255356,0.0002183841,0.0002706959,0.00390028,0.9951115,0.00000716269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005923474,0.004818077,0.06239903,0.03258322,0.01233824,0.001361202,0.001923766,0.00314622,0.8755067],"genre_scores_gemma":[0.03191055,0.002177066,0.04915843,0.003160958,0.000874793,0.0009273382,0.002961994,0.001459663,0.9073693],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1112374,"threshold_uncertainty_score":0.3721263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01977490562278955,"score_gpt":0.2124708066907361,"score_spread":0.1926959010679466,"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."}}