{"id":"W2082720456","doi":"10.1021/ie0005699","title":"Seasonal Model Based Control of Processes with Recycle Dynamics","year":2001,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Control theory (sociology); Series (stratigraphy); System dynamics; Computer science; Process dynamics; Dynamics (music); Controller (irrigation); Process control; Transfer function; Fraction (chemistry); Model predictive control; Process engineering; Taylor series; Function (biology); Control (management); Mathematics; Engineering; Chemistry; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003641297,0.0003387914,0.0003934778,0.0001804503,0.0002572165,0.0004544402,0.0004333879,0.0003098093,0.0009557187],"category_scores_gemma":[0.0006244953,0.0001837748,0.0003321293,0.0001776968,0.0003263598,0.000457878,0.0002885784,0.0003927746,0.0001224488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003189417,"about_ca_system_score_gemma":0.0004062384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00320926,"about_ca_topic_score_gemma":0.005158253,"domain_scores_codex":[0.9998649,0.00003036359,0.000008039277,0.00003090938,0.00004836801,0.0000174541],"domain_scores_gemma":[0.9998355,0.00006807649,0.00002924141,0.00002322013,0.00003747101,0.00000653863],"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":[0.0001753844,0.00006877596,0.0005416545,0.0001598795,0.00004499499,0.0001085139,0.0001258812,0.8486385,0.06942688,0.009864427,0.000593672,0.07025146],"study_design_scores_gemma":[0.00000693434,0.00005930144,0.0002475998,0.000002168732,0.000009842993,0.00001499603,0.000005680229,0.9914809,0.006107998,0.001301068,0.0007578891,0.000005455266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1299016,0.0003336103,0.864331,0.0001430431,0.0000692541,0.00003713961,0.00004053626,0.0008802573,0.004263595],"genre_scores_gemma":[0.9791837,0.0001635201,0.01895194,0.00002478253,0.00001200917,0.00002088384,0.00003328195,0.00002602888,0.001583869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00320926,"threshold_uncertainty_score":0.006381154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03521858601354393,"score_gpt":0.270999221085114,"score_spread":0.23578063507157,"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."}}