{"id":"W2105659500","doi":"10.24908/pceea.v0i0.4029","title":"A THEORETICAL AND EXPERIMENTAL STUDY ON DESIGN CREATIVITY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Axiomatic design; Chaotic; Computer science; Process (computing); Axiom; Creativity; Design process; Management science; Industrial engineering; Mathematics; Engineering; Artificial intelligence; Work in process; Programming language; Manufacturing engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004968584,0.0001324534,0.0001177209,0.000173703,0.00009749664,0.00006397054,0.0001540837,0.00008255869,0.0001393164],"category_scores_gemma":[0.000563022,0.0001267793,0.00003082368,0.0002459871,0.00002109503,0.0001954459,0.00001065822,0.0001868455,0.00001198452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007786174,"about_ca_system_score_gemma":0.0001654833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008163311,"about_ca_topic_score_gemma":0.000147951,"domain_scores_codex":[0.9992952,0.00001644493,0.0001688097,0.0001346704,0.0001936634,0.0001911523],"domain_scores_gemma":[0.9994146,0.00009701292,0.00008679485,0.00008430852,0.0001417286,0.0001755711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00009676815,0.004043802,0.2239262,0.0004063908,0.0009991765,0.000001048365,0.1238886,0.002208246,0.02229956,0.5226386,0.09578311,0.003708516],"study_design_scores_gemma":[0.001176979,0.0006094315,0.8483849,0.0002240981,0.0002680644,0.00001973831,0.0151701,0.01370419,0.1059732,0.002738801,0.0104595,0.001271039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481416,0.00008419238,0.00009548459,0.000629273,0.001362896,0.0007860308,0.000006216465,0.0001640095,0.04873031],"genre_scores_gemma":[0.9985984,0.000003122118,0.0008230087,0.0001085613,0.00006367582,0.00008528295,6.866574e-7,0.00002903417,0.0002882392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6244587,"threshold_uncertainty_score":0.5169908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886812944835122,"score_gpt":0.2364252820832065,"score_spread":0.2175571526348553,"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."}}