{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005043962,0.0001823116,0.0001651679,0.0001749934,0.00009760378,0.00007757826,0.0003076896,0.000164853,0.00004949607],"category_scores_gemma":[0.00133561,0.0001974646,0.00009491548,0.0005087037,0.000009623507,0.000317552,0.000009884799,0.0001656113,0.00001448822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936702,"about_ca_system_score_gemma":0.0005516437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046817,"about_ca_topic_score_gemma":0.0005183331,"domain_scores_codex":[0.9989709,0.000005192737,0.0003028227,0.00015706,0.0001919443,0.0003721044],"domain_scores_gemma":[0.9989057,0.00009712903,0.000169673,0.0001095297,0.0004777548,0.0002402473],"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":[0.00004895856,0.0004341434,0.06677441,0.002572736,0.001381336,4.158996e-7,0.01069555,0.04618855,0.01813259,0.2634851,0.581402,0.008884178],"study_design_scores_gemma":[0.001301105,0.0001204821,0.2787575,0.0005058807,0.0005833142,0.00004533188,0.001241189,0.125969,0.04698269,0.003088446,0.539217,0.002188116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4383616,0.003828718,0.1212773,0.01690861,0.08883408,0.0172694,0.0008074713,0.006686812,0.3060261],"genre_scores_gemma":[0.9799991,0.00001176667,0.01834705,0.0001723719,0.0001985981,0.0002255631,0.000005687826,0.00005413416,0.0009857079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5416375,"threshold_uncertainty_score":0.8052373,"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."}}