{"id":"W2091890380","doi":"10.1021/ie9010707","title":"Simultaneous Design and Control: A New Approach and Comparisons with Existing Methodologies","year":2010,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Nonlinear system; Process (computing); Mathematical optimization; Design methods; Control theory (sociology); Control (management); Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001047282,0.000224419,0.0003373825,0.00007684096,0.0001093914,0.0001420548,0.000171691,0.0003139418,0.000007706174],"category_scores_gemma":[0.00224527,0.0002131581,0.00001640341,0.0002767139,0.0001032395,0.000108626,0.00005007946,0.001413449,0.000001179637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005308006,"about_ca_system_score_gemma":0.00006500493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003059781,"about_ca_topic_score_gemma":0.000001021104,"domain_scores_codex":[0.9986237,0.00006150298,0.0002286541,0.0003212355,0.0002751331,0.0004897865],"domain_scores_gemma":[0.9970891,0.002285962,0.00003018661,0.0002565347,0.00009403117,0.0002441646],"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":[0.00005171319,0.000003599199,0.00004784401,0.0000570686,0.00003938085,0.000009078429,0.00005376264,0.6343163,0.3632315,0.00001772976,0.00008857717,0.002083477],"study_design_scores_gemma":[0.00180114,0.00003144216,0.00001011371,0.00005201913,0.0000184224,0.0001019819,0.0001040767,0.9471399,0.04918209,0.00001809414,0.001285165,0.0002555667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06518557,0.0003637054,0.9321256,0.00006008698,0.0001209194,0.000730392,0.000007382902,0.0006144831,0.0007918089],"genre_scores_gemma":[0.9222545,0.00001330138,0.07693882,0.000001165896,0.0004760708,0.00006207961,0.000005252609,0.00006199851,0.0001867839],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.857069,"threshold_uncertainty_score":0.8692335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1817315291287132,"score_gpt":0.349277796972764,"score_spread":0.1675462678440509,"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."}}