{"id":"W4403040972","doi":"10.1002/cjce.25514","title":"Identification of sparse nonlinear controlled variables for near‐optimal operation of chemical processes","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Identification (biology); Nonlinear system; Computer science; Control theory (sociology); Biological system; Biochemical engineering; Artificial intelligence; Engineering; Control (management); Physics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003388766,0.0001232963,0.0003447239,0.0001159009,0.00002002309,0.00006520721,0.0001882939,0.00008929378,0.000006814103],"category_scores_gemma":[0.000626103,0.0001003617,0.000100532,0.0002163344,0.00004223941,0.0001981767,0.000004423823,0.0001632027,6.130543e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339239,"about_ca_system_score_gemma":0.0003488683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003553223,"about_ca_topic_score_gemma":0.00001101514,"domain_scores_codex":[0.9988908,0.000007104258,0.00070992,0.00007760066,0.0001399093,0.0001746249],"domain_scores_gemma":[0.9991217,0.0002287312,0.0001193302,0.0001082729,0.000304882,0.0001170814],"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":[0.00002235426,0.000002453259,0.000001209697,0.0003177699,0.00007484463,0.000001089166,0.0001320195,0.6031009,0.3959197,0.0002589918,0.00002846745,0.0001401919],"study_design_scores_gemma":[0.0005083927,0.00001143711,4.988877e-7,0.0001626795,0.00006218544,0.00002000145,0.000006305807,0.6703165,0.3286509,0.00003822802,0.0001593803,0.00006341886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3837467,0.004878558,0.6095271,0.0002389636,0.0007382887,0.0006780976,0.00008169836,0.0000712589,0.0000394313],"genre_scores_gemma":[0.9918529,0.000006720879,0.007833021,0.00000365557,0.0002310366,0.0000198733,0.000008841361,0.00003683794,0.00000713388],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6081062,"threshold_uncertainty_score":0.409263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005937507659223775,"score_gpt":0.1998142429589782,"score_spread":0.1938767352997544,"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."}}