{"id":"W1929130326","doi":"10.24908/pceea.v0i0.3761","title":"A CASE FOR 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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Task (project management); Action (physics); Computer science; Engineering design process; Systems engineering; Engineering; Management science; 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":[0.0690401,0.001201028,0.001235597,0.003946923,0.0105294,0.01592937,0.003400259,0.01358775,0.006754788],"category_scores_gemma":[0.06562079,0.0008874477,0.001801358,0.002349922,0.06836703,0.01732637,0.012874,0.01362886,0.001286379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00967077,"about_ca_system_score_gemma":0.02033114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006138278,"about_ca_topic_score_gemma":0.007772748,"domain_scores_codex":[0.9111257,0.06289212,0.002178301,0.003824404,0.01586284,0.004116637],"domain_scores_gemma":[0.9159715,0.05885,0.002292021,0.01446089,0.005223639,0.003201928],"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":[0.00001304262,0.00003201239,0.0002362021,0.00008699739,0.000006505542,0.0007341493,0.00436763,0.0003052135,0.00008778388,0.984547,0.0030843,0.006499283],"study_design_scores_gemma":[0.00005978195,0.0000413977,0.0001725867,0.0005983896,0.000008217608,0.001414756,0.004964362,0.001570177,0.0002880589,0.7906058,0.200245,0.00003139496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01798621,0.006414745,0.3039878,0.2194046,0.002134216,0.0007914111,0.0000927365,0.0003715231,0.4488168],"genre_scores_gemma":[0.6143379,0.002739211,0.327549,0.01902918,0.0006247967,0.00177639,0.00007610151,0.0002696837,0.03359774],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0690401,"threshold_uncertainty_score":0.3651233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983282757109317,"score_gpt":0.2296059188966732,"score_spread":0.19977309132558,"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."}}