{"id":"W1904940334","doi":"10.1109/cdc.1995.478466","title":"One-step optimal control of a continuous solution polymerization reactor","year":2002,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control theory (sociology); Saturation (graph theory); Controller (irrigation); Polymerization; Optimal control; Computer science; Servo; Open-loop controller; Polymer; Control engineering; Control (management); Engineering; Mathematical optimization; Materials science; Closed loop; Mathematics","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":[0.00004916367,0.0001156316,0.0002437392,0.00008196849,0.0000207725,0.00001197048,0.00007046267,0.00008469811,0.0001659225],"category_scores_gemma":[0.00003646093,0.000129686,0.00004769562,0.000144739,0.00001965452,0.0002465914,0.000005925387,0.00005805173,0.00003218554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005053387,"about_ca_system_score_gemma":0.000002816813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002165642,"about_ca_topic_score_gemma":0.000004713704,"domain_scores_codex":[0.9991884,0.00002283484,0.0003353757,0.0001206528,0.0001435812,0.0001891996],"domain_scores_gemma":[0.9995873,0.00003675258,0.00008157376,0.0001769441,0.0000698461,0.00004759698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003597774,0.00008290658,0.0003469729,0.00007418283,0.0001357853,0.000001368545,0.0002190587,0.4672461,0.4976552,0.002425207,0.0003582784,0.03141888],"study_design_scores_gemma":[0.001186126,0.00004767983,0.0001529539,0.0000218861,0.0000250387,0.000002497052,0.00002263969,0.9904866,0.007455258,0.000005691219,0.0004529587,0.0001406208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005091435,0.0005703971,0.9842265,0.00005037197,0.0001779585,0.0003134413,0.00001169353,0.0003921751,0.009166025],"genre_scores_gemma":[0.9909833,0.00003706216,0.008504981,0.000020773,0.00008095894,0.00002696465,0.00001064684,0.00003328011,0.0003020089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9858919,"threshold_uncertainty_score":0.5288444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008074866678518353,"score_gpt":0.1825156735896892,"score_spread":0.1744408069111709,"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."}}