{"id":"W2136961724","doi":"10.24908/pceea.v0i0.3889","title":"EXPERIENCE OF PARTNERING WITH INDUSTRY TO ENRICH ENGINEERING DESIGN EDUCATION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Capstone; General partnership; Engineering management; Graduation (instrument); Engineering education; Engineering; Design education; Quality (philosophy); Perspective (graphical); Industrial design; Engineering ethics; Engineering design process; Knowledge management; Business; Marketing; Computer science","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":[0.0002837785,0.0002290157,0.0002202224,0.0004808914,0.00006325712,0.0000382099,0.0003901573,0.0002802096,0.00004002918],"category_scores_gemma":[0.0004188145,0.0002185466,0.00005441735,0.001156648,0.00001848,0.000268429,0.00002229799,0.0003704259,0.000006232103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176738,"about_ca_system_score_gemma":0.0006249413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002329943,"about_ca_topic_score_gemma":0.0002830109,"domain_scores_codex":[0.9986854,0.000004125639,0.0003794078,0.0002020985,0.0003380066,0.0003910027],"domain_scores_gemma":[0.998842,0.00003525737,0.0001493074,0.0001684194,0.0004218759,0.0003831496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0000644801,0.001278215,0.2610602,0.009441165,0.001246511,9.438698e-7,0.08713631,0.2971342,0.1825938,0.03398271,0.1021897,0.02387169],"study_design_scores_gemma":[0.0005918355,0.0002150338,0.6647431,0.002922286,0.0002446393,0.00003670522,0.003415324,0.04436016,0.2354416,0.0002155272,0.04566594,0.002147856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868053,0.0002072165,0.003223374,0.0005936247,0.003554933,0.0008178554,0.00001397511,0.0003578836,0.004425803],"genre_scores_gemma":[0.9844202,0.000008236227,0.01462804,0.00006752136,0.0001634341,0.0002101421,0.000003786177,0.00006147824,0.0004371398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4036828,"threshold_uncertainty_score":0.8912071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221064494629486,"score_gpt":0.1901044273814766,"score_spread":0.1778937824351817,"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."}}