{"id":"W2256429841","doi":"10.4271/2010-01-0278","title":"Managing System Design Process Using Axiomatic Design: A Case on KAIST Mobile Harbor Project","year":2010,"lang":"en","type":"article","venue":"SAE International Journal of Materials and Manufacturing","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Korea Advanced Institute of Science and Technology","keywords":"Axiomatic design; Process (computing); Computer science; Engineering; Engineering design process; Systems engineering; Civil engineering; Manufacturing engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.000776063,0.0001673849,0.0002527201,0.000224925,0.00007562667,0.0001926001,0.0002101668,0.00006491033,0.0000119061],"category_scores_gemma":[0.00003517263,0.0001389801,0.00004078867,0.00003154716,0.00001842351,0.0001634804,0.00002751075,0.0001451993,0.000004114995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006985028,"about_ca_system_score_gemma":0.00001776513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002091822,"about_ca_topic_score_gemma":0.000001322547,"domain_scores_codex":[0.9990191,0.00005667317,0.0004571373,0.0001150955,0.0001939008,0.0001581224],"domain_scores_gemma":[0.9994088,0.0001714509,0.0001878125,0.0001128722,0.00007323608,0.00004584398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007249194,0.00002447609,0.000003702654,0.0006021694,0.0002333898,0.0008700959,0.0004119436,0.4194732,0.5739357,0.0002141609,0.00005248139,0.004106099],"study_design_scores_gemma":[0.0004732537,0.00007616335,0.00009478368,0.0005492339,0.00005179636,0.009560105,0.0006362376,0.02303302,0.9647098,0.0002069011,0.0003690941,0.0002396485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8351688,0.00005696684,0.1624916,0.00001366407,0.001857285,0.0002753937,0.00001305138,0.00008764963,0.00003552078],"genre_scores_gemma":[0.9655123,0.0000285038,0.03390028,0.000005866375,0.0004771374,0.00003854497,7.508131e-7,0.0000340765,0.000002567237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3964402,"threshold_uncertainty_score":0.5667444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04721313167857826,"score_gpt":0.3032806678128979,"score_spread":0.2560675361343196,"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."}}