{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002620233,0.00009891159,0.0002224183,0.00007714192,0.00003732199,0.00003198383,0.0001248414,0.00006144663,0.000008486226],"category_scores_gemma":[0.00003279033,0.00009197834,0.00004814373,0.000141752,0.000007006843,0.0002784309,0.000003267055,0.000199578,0.000006452455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005598095,"about_ca_system_score_gemma":0.00001678793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001382381,"about_ca_topic_score_gemma":5.071635e-7,"domain_scores_codex":[0.9991143,0.00002438873,0.0004513629,0.0000639973,0.0001741459,0.0001717473],"domain_scores_gemma":[0.9995443,0.00001833527,0.000127266,0.0001122198,0.0001247286,0.00007320972],"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":[0.000005637098,0.000007833903,0.0004963129,0.00005080731,0.00003077069,0.000005655954,0.0001454593,0.9891277,0.003932513,0.00009157346,0.0001991532,0.005906564],"study_design_scores_gemma":[0.001553818,0.0001895856,0.005735859,0.0005554087,0.00005871679,0.0006437458,0.0005027035,0.9842348,0.002582269,0.0005477561,0.002984117,0.0004112349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1813224,0.005763947,0.793812,0.00008644902,0.001982635,0.0003131581,0.000002740574,0.000247951,0.01646865],"genre_scores_gemma":[0.9979838,0.00009763052,0.001430832,0.000009883096,0.0003564183,0.000002135363,6.356215e-7,0.00001805784,0.0001006599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8166613,"threshold_uncertainty_score":0.3750768,"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."}}