{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009694453,0.0006661221,0.0005044218,0.001714181,0.001854205,0.002588105,0.00150056,0.001372395,0.01305901],"category_scores_gemma":[0.05747565,0.0005433275,0.0005313762,0.001472476,0.006980897,0.003842146,0.002536569,0.001796913,0.0007430175],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337837,"about_ca_system_score_gemma":0.0008273263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307691,"about_ca_topic_score_gemma":0.0002132563,"domain_scores_codex":[0.9916338,0.005033283,0.0005006453,0.0009275657,0.001630839,0.0002739367],"domain_scores_gemma":[0.8991585,0.09185413,0.001949863,0.004708875,0.001620678,0.0007079277],"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":[0.004514529,0.02933619,0.01446686,0.003833167,0.0001525565,0.00158508,0.1012265,0.005837192,0.03748335,0.5686747,0.004701709,0.228188],"study_design_scores_gemma":[0.004733763,0.04362868,0.0424977,0.003167085,0.0003058133,0.005647669,0.09735651,0.03610497,0.089132,0.4990733,0.1778275,0.0005249571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.864621,0.001137791,0.03406231,0.0009783139,0.0002386887,0.001228857,0.0001281044,0.00007794857,0.0975269],"genre_scores_gemma":[0.9792333,0.0006402204,0.014431,0.0002691683,0.00006175828,0.001025086,0.00007428345,0.00003207322,0.004233136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986622,"threshold_uncertainty_score":0.05126983,"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."}}