{"id":"W1911158695","doi":"10.24908/pceea.v0i0.3695","title":"APPROACHES THAT HELP STUDENTS GENERATE NEW DESIGN SOLUTIONS","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":"University of New Brunswick; Concordia University","funders":"","keywords":"Computer science; Design education; Decomposition; Engineering design process; Generative Design; Management science; Software engineering; Systems engineering; Engineering","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":[0.003305926,0.001790918,0.0004994891,0.001636862,0.0008026399,0.003810001,0.002464921,0.002153432,0.02263878],"category_scores_gemma":[0.01118631,0.0005489874,0.0007789247,0.0006564351,0.00144996,0.003869762,0.004280718,0.002270216,0.007218156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172986,"about_ca_system_score_gemma":0.001799004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004107802,"about_ca_topic_score_gemma":0.00119929,"domain_scores_codex":[0.9973229,0.001005958,0.0001379665,0.0003308705,0.001081648,0.0001207146],"domain_scores_gemma":[0.9962146,0.00198667,0.0002947404,0.0007017266,0.0005794694,0.0002228827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006756225,0.001026182,0.001731773,0.001615551,0.00006009982,0.0003546057,0.01000024,0.01078121,0.01237435,0.3115459,0.03653181,0.6139107],"study_design_scores_gemma":[0.0002033607,0.0003768259,0.0005868144,0.00093599,0.00009688456,0.0008663524,0.003541243,0.03504818,0.0121239,0.2843682,0.6617738,0.00007831015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01181456,0.0009921528,0.8759366,0.0051594,0.0002780929,0.000559575,0.00009848793,0.001850852,0.1033102],"genre_scores_gemma":[0.05060831,0.001665261,0.9178339,0.001401402,0.00008709646,0.0006420222,0.0002288957,0.0003148938,0.02721816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02263878,"threshold_uncertainty_score":0.0757342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002942955530575,"score_gpt":0.2204717896460283,"score_spread":0.1201774940929708,"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."}}