{"id":"W1805789749","doi":"10.24908/pceea.v0i0.4865","title":"CONCEPTUALIZE–DESIGN ENHANCEMENT OF SYSTEMATIC DESIGN ENGINEERING METHOD","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Abstraction; Affordance; Method engineering; Computer science; Engineering design process; Decomposition; Basis (linear algebra); Transformation (genetics); Management science; Systems engineering; Software engineering; Engineering; Epistemology; Human–computer interaction; Mathematics; Mechanical engineering","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":[0.04126339,0.00182555,0.001115403,0.004804261,0.001740684,0.00708893,0.003540084,0.002470264,0.008230195],"category_scores_gemma":[0.03960803,0.001327215,0.001863671,0.002242258,0.009960761,0.008024206,0.005714947,0.004271261,0.002854941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00488319,"about_ca_system_score_gemma":0.01238669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287402,"about_ca_topic_score_gemma":0.00160145,"domain_scores_codex":[0.9502769,0.03773271,0.002332229,0.002800366,0.006172668,0.0006852297],"domain_scores_gemma":[0.9651833,0.02015257,0.001041811,0.008073734,0.005136423,0.0004120212],"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":[0.00002732448,0.0001386599,0.0006490883,0.001088185,0.0000459429,0.0001229829,0.007801635,0.005121446,0.001957733,0.8719172,0.005020894,0.1061089],"study_design_scores_gemma":[0.0001259111,0.0001813351,0.0004661516,0.001562562,0.00006240853,0.0003600956,0.004073673,0.02523775,0.003925649,0.671691,0.2922438,0.00006964758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002105233,0.0002552761,0.9794663,0.001599615,0.00008060819,0.001060094,0.00007187487,0.0003235161,0.01503741],"genre_scores_gemma":[0.0301127,0.0002726595,0.9650422,0.0004027008,0.00002798767,0.001540492,0.0001434788,0.0001205073,0.002337225],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04126339,"threshold_uncertainty_score":0.2182242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798155743000202,"score_gpt":0.2332626683882373,"score_spread":0.2152811109582353,"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."}}