{"id":"W1763793678","doi":"10.24908/pceea.v0i0.3683","title":"ENGINEERING DESIGN IN THE CREATIVE AGE","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":"Ontario College of Art and Design; McMaster University","funders":"","keywords":"Curriculum; Creativity; Design thinking; Engineering ethics; Engineering; Discipline; Value (mathematics); Engineering management; Engineering education; Engineering design process; Health systems engineering; Computer science; Pedagogy; Sociology; Mechanical engineering; Psychology","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":[0.005638905,0.0008006377,0.0004836393,0.001890008,0.006086028,0.01232003,0.001119815,0.003056416,0.01567636],"category_scores_gemma":[0.007269575,0.000553849,0.0005413812,0.001101973,0.0278969,0.006422629,0.005505542,0.003335935,0.003521065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008180842,"about_ca_system_score_gemma":0.0099087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0118571,"about_ca_topic_score_gemma":0.01944247,"domain_scores_codex":[0.995979,0.001697167,0.0001722194,0.0003906943,0.00143251,0.0003283971],"domain_scores_gemma":[0.9954138,0.002189157,0.0001799739,0.0009811993,0.0006522721,0.0005835189],"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":[0.00001110821,0.00002411415,0.0003214374,0.0002017838,0.000006426721,0.000113469,0.009206605,0.00042285,0.0005164779,0.9077201,0.02852555,0.05293003],"study_design_scores_gemma":[0.00001074597,0.00002121233,0.0002425292,0.0003262357,0.000004532209,0.0002318704,0.002827271,0.0003314416,0.0002700701,0.2397596,0.7559587,0.00001584243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01446787,0.04248921,0.07360991,0.05278192,0.002447939,0.0001137304,0.00009280864,0.0004419317,0.8135547],"genre_scores_gemma":[0.428213,0.04331912,0.07783326,0.01450276,0.001484109,0.0002671981,0.0001742858,0.0004666282,0.4337396],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01567636,"threshold_uncertainty_score":0.05935645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050730341940171,"score_gpt":0.2053676901529016,"score_spread":0.1848603867334999,"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."}}