{"id":"W179216770","doi":"10.24908/pceea.v0i0.3762","title":"ENGINEERING DESIGN: STRUCTURE, VALUE AND ASSESSMENT","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Value (mathematics); Process (computing); Computer science; Government (linguistics); Simple (philosophy); Management science; Engineering design process; Systems engineering; Engineering management; Process management; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002873785,0.0002225153,0.000180988,0.000319431,0.00009244328,0.00007459508,0.0002510449,0.000158046,0.00006923701],"category_scores_gemma":[0.0001986593,0.0002256907,0.00005070721,0.0004123201,0.00001058074,0.0002082701,0.00002260734,0.0003094733,0.000005117289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652935,"about_ca_system_score_gemma":0.0003823954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008891555,"about_ca_topic_score_gemma":0.0002509531,"domain_scores_codex":[0.9989175,0.000004305037,0.0002979739,0.0001796669,0.0002565985,0.0003440022],"domain_scores_gemma":[0.9992904,0.0000321183,0.0001072697,0.0001093142,0.0002000114,0.0002608832],"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":[0.000009236979,0.0004161296,0.2503771,0.004778157,0.002021451,0.000001413894,0.02451074,0.2004886,0.06246403,0.2711788,0.1699309,0.01382351],"study_design_scores_gemma":[0.0003734657,0.00002755498,0.839474,0.0003491382,0.0001292479,0.00002424847,0.0003809035,0.08916377,0.02258542,0.0005692406,0.0458544,0.001068657],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944275,0.001143283,0.003806888,0.001782441,0.01524952,0.002193816,0.00008089732,0.001532176,0.02993602],"genre_scores_gemma":[0.9684346,0.00003280606,0.0308707,0.00007161634,0.0001047108,0.00006455949,0.000005111731,0.00005951239,0.0003564294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5890968,"threshold_uncertainty_score":0.9203399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008512554312866003,"score_gpt":0.1882668876243086,"score_spread":0.1797543333114426,"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."}}