{"id":"W1977460520","doi":"10.1002/aic.14154","title":"Optimal operation of process plants under partial shutdown conditions","year":2013,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Shutdown; Downtime; Shut down; Process (computing); Production (economics); Optimal control; Mathematical optimization; Transient (computer programming); Control (management); Reliability engineering; Computer science; Engineering; Control theory (sociology); Control engineering; Process engineering; 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":[0.00009575988,0.0000844222,0.0001403706,0.00005962469,0.00006984451,0.00004783144,0.0000814605,0.00006057103,0.0003101454],"category_scores_gemma":[0.00001744267,0.00007656617,0.00003614862,0.00005670489,0.00001887415,0.0006080194,0.000005304775,0.0001624843,0.00005555317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003639879,"about_ca_system_score_gemma":0.00002791551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004073543,"about_ca_topic_score_gemma":0.000002104477,"domain_scores_codex":[0.9992729,0.00002995649,0.0003528208,0.00006278328,0.0001355571,0.0001459759],"domain_scores_gemma":[0.9996127,0.00002252579,0.00008734601,0.00007862934,0.0001238308,0.00007489599],"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":[0.000003304118,0.00001255576,0.0004090139,0.000009876856,0.00004547065,0.000001000774,0.000131305,0.9905459,0.007249868,0.00007511724,0.001067192,0.0004494284],"study_design_scores_gemma":[0.00118113,0.00006900306,0.006198744,0.00006512004,0.00002993562,0.0001635498,0.0005189598,0.9823585,0.008401169,0.000562465,0.0002500854,0.0002014065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5745818,0.0001717766,0.4231806,0.0001006484,0.0004749949,0.0002232651,0.000008530079,0.00007497973,0.001183386],"genre_scores_gemma":[0.9972093,0.00003958082,0.002357371,0.00002616597,0.0002601868,0.00002080455,0.00001091823,0.0000183094,0.00005734213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4226275,"threshold_uncertainty_score":0.3395875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007181553032437653,"score_gpt":0.2364404428095404,"score_spread":0.2292588897771027,"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."}}