{"id":"W2114049019","doi":"10.24908/pceea.v0i0.3870","title":"CASE STUDY IN DESIGN ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Creativity; Product (mathematics); Product design; Computer science; Systems engineering; Engineering design process; Industrial design; Engineering; Software engineering; Manufacturing engineering; Risk analysis (engineering); Industrial engineering; Business; Mechanical engineering; Mathematics; Psychology; Programming language","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":[0.004812656,0.0005971384,0.0005889536,0.001772047,0.005474836,0.00362912,0.001801348,0.004334619,0.0112849],"category_scores_gemma":[0.008637528,0.0003097455,0.000739611,0.003345734,0.00362483,0.002370127,0.003713424,0.002522228,0.001783137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002709921,"about_ca_system_score_gemma":0.001878333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002413227,"about_ca_topic_score_gemma":0.006320012,"domain_scores_codex":[0.9901815,0.007204828,0.0003213258,0.0003670898,0.001406078,0.0005191725],"domain_scores_gemma":[0.9918691,0.006056781,0.0002362556,0.0005518202,0.0006164727,0.0006694908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008083198,0.002464,0.009783776,0.003786129,0.0001422789,0.07393336,0.07769891,0.01454366,0.006417618,0.5223848,0.07888389,0.2091533],"study_design_scores_gemma":[0.0001348205,0.0005589061,0.003544912,0.001513442,0.00004624337,0.0161505,0.04620211,0.004885117,0.003653842,0.05052032,0.8727062,0.00008363759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2709866,0.01861753,0.1114606,0.01324236,0.001579576,0.002768145,0.001023358,0.0002614856,0.5800603],"genre_scores_gemma":[0.81398,0.008300485,0.09924527,0.002232946,0.0002068688,0.001516728,0.0007025982,0.0001097124,0.07370536],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0112849,"threshold_uncertainty_score":0.03775179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854108709465517,"score_gpt":0.2179909111520135,"score_spread":0.1894498240573584,"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."}}