{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002268209,0.0001246189,0.0001298621,0.0003141289,0.000136537,0.00004516953,0.0003138868,0.0001436955,0.0001750312],"category_scores_gemma":[0.004299886,0.0001216541,0.00004887615,0.0007066244,0.000007590313,0.0001557706,0.00001742072,0.0003569432,0.00006676637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033635,"about_ca_system_score_gemma":0.0005855348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.028088,"about_ca_topic_score_gemma":0.0004265437,"domain_scores_codex":[0.9990205,0.00006242732,0.0002233738,0.0002011899,0.0001974332,0.0002951231],"domain_scores_gemma":[0.9989077,0.0001423042,0.0003248638,0.0001176208,0.0002939711,0.0002135131],"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":[0.00003911856,0.0002033895,0.05382676,0.00006850269,0.0003975244,2.181722e-7,0.1032271,0.0004077828,0.001008383,0.4575698,0.3572656,0.02598577],"study_design_scores_gemma":[0.0003188073,0.0001087757,0.6505618,0.0001212741,0.0001353965,0.00001460191,0.003864153,0.00020376,0.002770093,0.001513865,0.3398444,0.000543085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.104729,0.0003070334,0.06721536,0.05632737,0.01477039,0.00263037,0.00001672059,0.0006255134,0.7533783],"genre_scores_gemma":[0.7732997,4.676067e-7,0.2007973,0.0009382678,0.0003348271,0.00006645604,0.000001759449,0.00004524751,0.02451591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7288623,"threshold_uncertainty_score":0.978384,"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."}}