{"id":"W2148170659","doi":"10.24908/pceea.v0i0.3705","title":"A CASE STUDY IN SYSTEMATIC AND METHODICAL DESIGN ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Automotive industry; Process (computing); Engineering design process; Set (abstract data type); Manufacturing engineering; Creativity; Engineering; Computer science; Field (mathematics); Systems engineering; Mechanical engineering; Mathematics","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":[0.01758599,0.0008160955,0.0007217024,0.002202712,0.008103832,0.004078334,0.002883375,0.004891095,0.004941494],"category_scores_gemma":[0.02208219,0.0006711851,0.001031024,0.002925744,0.006734832,0.003288849,0.004825488,0.003643365,0.0008662579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004629283,"about_ca_system_score_gemma":0.005255841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003302281,"about_ca_topic_score_gemma":0.01015175,"domain_scores_codex":[0.9661741,0.02714798,0.0007197275,0.0009499796,0.003889877,0.001118227],"domain_scores_gemma":[0.9728305,0.02067231,0.0007306996,0.002032706,0.002158138,0.001575549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006956799,0.004743684,0.01125567,0.002434324,0.0001180897,0.04167926,0.4939896,0.01332315,0.008402978,0.2160153,0.02240344,0.1849389],"study_design_scores_gemma":[0.0004487804,0.002343343,0.005927211,0.002237415,0.00006771204,0.01656538,0.2837614,0.01584052,0.01291667,0.05389152,0.605778,0.0002219822],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5933594,0.00317178,0.2407126,0.01369279,0.0006101097,0.005321376,0.000321386,0.000229744,0.1425809],"genre_scores_gemma":[0.8065805,0.001337422,0.1664399,0.001116325,0.00006380916,0.001559069,0.000170631,0.0001005033,0.02263184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01758599,"threshold_uncertainty_score":0.09300464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373994850484463,"score_gpt":0.2353526661908316,"score_spread":0.2016127176859869,"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."}}