{"id":"W2043231399","doi":"10.1115/detc2008-49230","title":"Analytical Robust Design of Mechanical Systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Robustness (evolution); Axiomatic design; Computer science; Linear system; Control engineering; Control theory (sociology); Design methods; Mathematical optimization; Mathematics; Engineering; Artificial intelligence; 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":[0.0001591822,0.00007479827,0.0002225878,0.00005766072,0.00002557097,0.000002718,0.0001126749,0.0002425835,0.0000391155],"category_scores_gemma":[0.00003050707,0.00006284605,0.000037944,0.0001291855,0.00003502406,0.00002998035,0.000009018879,0.000136025,0.00004398193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002124651,"about_ca_system_score_gemma":0.0000129514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002353859,"about_ca_topic_score_gemma":6.37223e-7,"domain_scores_codex":[0.9994177,0.00002904405,0.0002371245,0.00007619563,0.00009148972,0.0001484039],"domain_scores_gemma":[0.9997082,0.0000584252,0.00001608238,0.0001591497,0.00002464935,0.000033519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004605309,0.00004979413,0.0003690139,0.00004970135,0.0002690966,0.00007380755,0.00003529714,0.7942994,0.006890811,0.1805401,0.01676177,0.0006151745],"study_design_scores_gemma":[0.0004107354,0.00005921931,0.00002592755,0.00001453567,0.00001567339,0.00008273721,0.00004265477,0.9950638,0.003455057,0.00006035481,0.0006656754,0.0001036611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02976242,0.0003018937,0.9523613,0.00004196646,0.0006905541,0.0003335692,0.00000222606,0.0007687325,0.01573735],"genre_scores_gemma":[0.998961,0.00001221508,0.0004558788,0.000003538571,0.00007906716,0.00001235426,4.328167e-7,0.000009948254,0.0004655885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9691986,"threshold_uncertainty_score":0.2562788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05890449102768279,"score_gpt":0.2051826137962514,"score_spread":0.1462781227685686,"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."}}