{"id":"W4392816549","doi":"10.1002/cjce.25244","title":"Hierarchical <scp>MPC</scp> ‐based control structure for continuous biodiesel production","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiesel production; Model predictive control; Profitability index; Production (economics); Computer science; Quality (philosophy); Steady state (chemistry); Control (management); Process (computing); Biodiesel; Control engineering; Control theory (sociology); Process engineering; Engineering","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":[0.0001960066,0.0001477917,0.0001838139,0.00016782,0.00007531342,0.0001162916,0.0002014447,0.0001043025,0.00001143856],"category_scores_gemma":[0.0003428242,0.0001140256,0.0001179313,0.0002365186,0.00007729418,0.00008046252,0.000002490786,0.0005388109,0.000004310576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603657,"about_ca_system_score_gemma":0.0001711118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002443642,"about_ca_topic_score_gemma":0.00003419473,"domain_scores_codex":[0.999195,0.000007006134,0.0002703131,0.0001180741,0.0001143755,0.0002951659],"domain_scores_gemma":[0.999315,0.0001325823,0.00002767836,0.0001480569,0.0001069741,0.0002697658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005356827,0.000008361086,0.00002747579,0.0004457411,0.000309442,0.0000144922,0.0005272494,0.2356025,0.7004874,0.003830639,0.05397147,0.004769857],"study_design_scores_gemma":[0.0005667323,0.00004289215,0.00007564249,0.0001889984,0.0001542216,0.0003380957,0.00003631972,0.2535433,0.4251115,0.001284697,0.3184589,0.0001987271],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683841,0.01186383,0.08690211,0.02148413,0.00821432,0.00140337,0.000539606,0.0007737197,0.0004348459],"genre_scores_gemma":[0.9976172,0.0000037665,0.001047119,0.00007079849,0.001152387,0.00001809224,0.000007887721,0.00003726193,0.00004541911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2753759,"threshold_uncertainty_score":0.4649828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006922900848281327,"score_gpt":0.1890670902871965,"score_spread":0.1821441894389152,"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."}}