{"id":"W2007502866","doi":"10.1002/aic.11920","title":"Safe‐steering of batch process systems","year":2009,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reachability; Process (computing); Rectification; Fault (geology); Computer science; Controller (irrigation); Control theory (sociology); Process state; Trajectory; Control engineering; State (computer science); Actuator; Control (management); Engineering; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008206735,0.0009891683,0.0007150808,0.0003796847,0.0004690069,0.001082001,0.000983896,0.0006771174,0.003241764],"category_scores_gemma":[0.001840646,0.0003587139,0.000592307,0.0002964451,0.000935923,0.0008755349,0.0009995721,0.0007929002,0.0005812077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007614655,"about_ca_system_score_gemma":0.001028657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005902918,"about_ca_topic_score_gemma":0.001923631,"domain_scores_codex":[0.9992145,0.0001847274,0.00004127656,0.0001828169,0.0002740184,0.0001025956],"domain_scores_gemma":[0.9990841,0.0003433944,0.0001554751,0.0001155144,0.0002538782,0.00004757187],"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":[0.0002696967,0.00004229478,0.0004350483,0.0000858768,0.00002442713,0.0001519865,0.0001002233,0.93841,0.01615791,0.01982048,0.0006756702,0.02382649],"study_design_scores_gemma":[0.00001385945,0.00007035877,0.00008105586,0.000004514594,0.000004628818,0.00001111599,0.00001175503,0.9884816,0.004364534,0.006195217,0.0007529917,0.00000832247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04882171,0.0001906682,0.9434193,0.0001380216,0.00004009259,0.00008684812,0.0001239285,0.000831642,0.006347721],"genre_scores_gemma":[0.9624823,0.0001143324,0.0323208,0.00003998631,0.00001350387,0.00009012206,0.0001547517,0.00005219826,0.00473201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005902918,"threshold_uncertainty_score":0.01173711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003449981463644696,"score_gpt":0.2081101030471493,"score_spread":0.2046601215835046,"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."}}