{"id":"W1839278405","doi":"10.24908/pceea.v0i0.3829","title":"NEW APPROACHES TO DESIGN PRACTICE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Perspective (graphical); Design education; Field (mathematics); Work (physics); Engineering ethics; Design elements and principles; Design science; Environmental graphic design; Computer science; Management science; Engineering management; Data science; Knowledge management; Engineering; Software engineering; Artificial intelligence; Business","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":[0.0295273,0.001783192,0.001374598,0.00615634,0.006249391,0.01773098,0.005105066,0.006600112,0.01384894],"category_scores_gemma":[0.02146155,0.001082446,0.001722661,0.003375991,0.08217765,0.01822988,0.01063366,0.009982283,0.002928998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01454123,"about_ca_system_score_gemma":0.009060807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002745436,"about_ca_topic_score_gemma":0.003404171,"domain_scores_codex":[0.9612345,0.02695769,0.001583601,0.003512635,0.0057917,0.0009197691],"domain_scores_gemma":[0.974664,0.01556169,0.0009011228,0.005231603,0.002614928,0.001026569],"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":[0.000003472256,0.0000132405,0.00005227071,0.0001039448,0.000006556225,0.00002287357,0.0023983,0.0002594528,0.00002976194,0.9895412,0.001377649,0.006191297],"study_design_scores_gemma":[0.00001392495,0.00001220579,0.00003956528,0.0002310834,0.000004941546,0.00005468794,0.001385218,0.0006346956,0.00005365397,0.9064162,0.09114537,0.000008524639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005370228,0.02074017,0.4642168,0.08191215,0.003072795,0.0003949407,0.0001077999,0.0002919819,0.4238931],"genre_scores_gemma":[0.404678,0.02167758,0.4663334,0.01123711,0.002803907,0.003055373,0.0002404684,0.0003809393,0.08959313],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0295273,"threshold_uncertainty_score":0.1561572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.146782879139547,"score_gpt":0.3021891151811962,"score_spread":0.1554062360416491,"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."}}