{"id":"W2106891916","doi":"10.24908/pceea.v0i0.3925","title":"AN INTEGRATED DESIGN METHODOLOGY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Axiomatic design; Product design; Computer science; Design review (U.S. government); Probabilistic design; Systems engineering; Design methods; Product lifecycle; Design technology; Process (computing); Product design specification; Stakeholder; Product (mathematics); New product development; Manufacturing engineering; Engineering design process; Risk analysis (engineering); Engineering; Business; Operations management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005861253,0.001773822,0.001044687,0.002877509,0.001095,0.004094341,0.003773827,0.002090628,0.01272808],"category_scores_gemma":[0.005525406,0.001029481,0.002470709,0.001792342,0.002075335,0.002873837,0.003182907,0.002519647,0.004602928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687629,"about_ca_system_score_gemma":0.004484511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385599,"about_ca_topic_score_gemma":0.001717101,"domain_scores_codex":[0.9937568,0.001887608,0.0005351503,0.0007156576,0.002885599,0.0002192644],"domain_scores_gemma":[0.9974043,0.0009646998,0.0001625233,0.0005488904,0.0008456754,0.00007382117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000300789,0.0001278707,0.000346405,0.00114003,0.0001105437,0.0001861744,0.0005997655,0.04799056,0.005301222,0.6681645,0.007100896,0.2689021],"study_design_scores_gemma":[0.00008508286,0.0002241382,0.0002142111,0.0009244253,0.0001429658,0.0006194697,0.0002639279,0.1411791,0.005332068,0.3825232,0.468424,0.00006738443],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001879157,0.0001780124,0.9915966,0.0001163889,0.00004917295,0.0001693904,0.00004337843,0.0002018016,0.007457332],"genre_scores_gemma":[0.006818629,0.0004015231,0.9877205,0.0000919252,0.00003061362,0.0005048716,0.0001386124,0.00009624238,0.004197025],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01272808,"threshold_uncertainty_score":0.04257959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05369882094451973,"score_gpt":0.2523723328921993,"score_spread":0.1986735119476796,"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."}}