{"id":"W1872234222","doi":"10.24908/pceea.v0i0.3997","title":"ENGINEERING DESIGN: THOUGHTS AND PERSPECTIVES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Scope (computer science); Accreditation; Context (archaeology); Engineering design process; Engineering management; Engineering ethics; Engineering; Computer science; Political science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.009868327,0.001140014,0.000760067,0.003272253,0.006437577,0.01011102,0.002201638,0.005438225,0.006077744],"category_scores_gemma":[0.006031833,0.0005067306,0.0006847633,0.003078019,0.04574342,0.00839408,0.003865218,0.007283994,0.001906994],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.018007,"about_ca_system_score_gemma":0.008808128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02770774,"about_ca_topic_score_gemma":0.0275776,"domain_scores_codex":[0.9908505,0.005758183,0.0002235916,0.000633798,0.002054285,0.0004795441],"domain_scores_gemma":[0.9932672,0.004427884,0.0002038576,0.0003392534,0.001264728,0.0004971578],"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":[0.00001032671,0.0000230172,0.0001682992,0.0002464626,0.000004408487,0.00007286992,0.005060216,0.0004411095,0.00005658767,0.9557157,0.02470797,0.01349294],"study_design_scores_gemma":[0.00001321346,0.00002592908,0.0002405872,0.0007769092,0.0000046242,0.0002084922,0.007530149,0.0003839275,0.0001315553,0.4244097,0.5662559,0.00001904517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006293855,0.2324487,0.03064225,0.3243413,0.004870696,0.0000461379,0.0001317653,0.0001098584,0.4011154],"genre_scores_gemma":[0.5202751,0.2364947,0.0308951,0.1034222,0.00903497,0.0002568247,0.0001827222,0.0003044178,0.09913398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.981993,"threshold_uncertainty_score":0.1306505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02004615562830723,"score_gpt":0.1912407983652968,"score_spread":0.1711946427369896,"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."}}