{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009414818,0.0009003502,0.0004925703,0.001173797,0.005997771,0.004388154,0.001394734,0.00253834,0.009724043],"category_scores_gemma":[0.01112715,0.0005277882,0.0006974091,0.00111805,0.002772974,0.003252855,0.008635377,0.003784407,0.002520862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062742,"about_ca_system_score_gemma":0.002132453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021543,"about_ca_topic_score_gemma":0.006683383,"domain_scores_codex":[0.9911233,0.005237104,0.0001880699,0.0004309868,0.001721271,0.001299293],"domain_scores_gemma":[0.9882112,0.002537015,0.0004771859,0.0008751804,0.002110187,0.005789135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004376751,0.005127993,0.03323076,0.0008026754,0.0001140458,0.01288137,0.403427,0.002338044,0.01697854,0.02108589,0.07503857,0.4285374],"study_design_scores_gemma":[0.00007536078,0.00283493,0.01304495,0.0003491344,0.00006953275,0.01396513,0.2585107,0.004425279,0.007798905,0.005457521,0.6931567,0.0003119539],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8120585,0.001776908,0.05126195,0.0117458,0.001017601,0.0003443712,0.0001651983,0.001153243,0.1204764],"genre_scores_gemma":[0.9212828,0.001125527,0.02564631,0.001934944,0.0001852214,0.0001374195,0.0001749673,0.0002736204,0.04923918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009724043,"threshold_uncertainty_score":0.04979092,"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."}}