{"id":"W1587333219","doi":"","title":"Experiment design, identification and control in large-scale chemical processes","year":2010,"lang":"en","type":"article","venue":"International Conference on Modelling, Identification and Control","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Autoregressive model; Computer science; Identification (biology); Design of experiments; Cluster analysis; System identification; Estimation theory; Scale (ratio); Optimal design; Principal component analysis; Stochastic process; Process (computing); Process engineering; Control engineering; Data modeling; Algorithm; Engineering; Mathematics; Artificial intelligence; Machine learning; Statistics","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":[0.03250677,0.0009526177,0.001261555,0.0005217927,0.0005704777,0.001220613,0.001373032,0.001979608,0.001392084],"category_scores_gemma":[0.04229412,0.0007151346,0.0007623353,0.0005442488,0.002268926,0.001092131,0.001251779,0.001423743,0.0002158387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000929416,"about_ca_system_score_gemma":0.00153354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000456627,"about_ca_topic_score_gemma":0.0003904586,"domain_scores_codex":[0.9668311,0.02676726,0.001113661,0.002571002,0.002375219,0.0003416593],"domain_scores_gemma":[0.9496999,0.04019921,0.00343526,0.004407722,0.001942959,0.0003150279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005910276,0.001604305,0.006014576,0.002363309,0.0007086808,0.0002291672,0.000480692,0.5207978,0.07727799,0.09300675,0.0009231417,0.2906833],"study_design_scores_gemma":[0.001309295,0.006215717,0.005451173,0.0001298378,0.0002666437,0.000093549,0.0001283625,0.8347604,0.0540838,0.09077705,0.006619465,0.0001647316],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0192318,0.0002437584,0.9789279,0.0001137846,0.00005638233,0.0008281326,0.00003494711,0.0001760741,0.0003873481],"genre_scores_gemma":[0.327689,0.0002829866,0.6664554,0.0001684043,0.00007373259,0.004716429,0.00008459064,0.00003878363,0.000490697],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03250677,"threshold_uncertainty_score":0.1719143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788910238734318,"score_gpt":0.2534509574607857,"score_spread":0.2355618550734425,"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."}}