{"id":"W7113913281","doi":"10.1002/cjce.70189","title":"Advanced control of non‐isothermal axial dispersion tubular reactors with recycle‐induced state delay","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discretization; Control theory (sociology); Modular design; Controller (irrigation); Representation (politics); State (computer science); Stability (learning theory); Estimator; Constraint (computer-aided design); Dispersion (optics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003389979,0.0004261741,0.000431091,0.000148118,0.0002585992,0.0005511889,0.0007055989,0.0003955039,0.0006394117],"category_scores_gemma":[0.0005129092,0.0002033754,0.0003090185,0.0001428369,0.0006642928,0.0004270007,0.0008157195,0.0005308143,0.0000894978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887699,"about_ca_system_score_gemma":0.0006114732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001913623,"about_ca_topic_score_gemma":0.001339809,"domain_scores_codex":[0.9998516,0.00002403718,0.00000576455,0.00004408243,0.00005373114,0.0000207935],"domain_scores_gemma":[0.9998108,0.00006106417,0.00006005947,0.00001671301,0.00003890837,0.00001260883],"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":[0.0001377837,0.00004240957,0.0005378055,0.00009546923,0.00001738581,0.0001359771,0.00006454438,0.9000328,0.06916446,0.01481281,0.0001775713,0.014781],"study_design_scores_gemma":[0.000006407363,0.00004611375,0.00008646147,0.000002129378,0.000003219628,0.000008421573,0.000004689354,0.9919308,0.006647632,0.0009493178,0.0003106117,0.000004259205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1226467,0.0001942107,0.8735299,0.0001360107,0.00004290981,0.00002670144,0.0000363856,0.000254937,0.003132272],"genre_scores_gemma":[0.9841952,0.00006844949,0.01432699,0.00001460255,0.000007647245,0.00002404543,0.00001677313,0.00000849439,0.001337852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001913623,"threshold_uncertainty_score":0.003804922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002118416928222672,"score_gpt":0.1668503992114425,"score_spread":0.1647319822832198,"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."}}