{"id":"W2085580686","doi":"10.1002/cjce.5450830327","title":"Generalized Common Model Control","year":2008,"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":"","funders":"","keywords":"Controller (irrigation); Mathematics; Computer science; Humanities; Physics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009276086,0.00113562,0.001278191,0.0009275237,0.0006612943,0.001668201,0.00233689,0.001144152,0.003797149],"category_scores_gemma":[0.001367135,0.0003334167,0.001320537,0.0007763932,0.001444847,0.001593855,0.002005341,0.001386932,0.0007763566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009838215,"about_ca_system_score_gemma":0.001082531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003876507,"about_ca_topic_score_gemma":0.002821964,"domain_scores_codex":[0.9990349,0.0001870257,0.00004134615,0.000245885,0.0004038138,0.00008699769],"domain_scores_gemma":[0.999504,0.000107221,0.00007299225,0.0001265901,0.0001595327,0.00002960908],"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":[0.0001182601,0.00006473733,0.0004663113,0.0003917449,0.0001356074,0.0002238606,0.0002881782,0.4239542,0.02103335,0.323084,0.00535009,0.2248898],"study_design_scores_gemma":[0.00002787263,0.0001335298,0.0001694571,0.00003250195,0.00002878541,0.00009768731,0.00002553938,0.9216632,0.004292818,0.04951295,0.02397892,0.00003675624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00339322,0.0005099866,0.9880474,0.0001076941,0.0001446368,0.00004639061,0.00002986925,0.0004399824,0.007280719],"genre_scores_gemma":[0.6424019,0.001766662,0.3248417,0.0004945703,0.0003407057,0.0004038421,0.0003024664,0.0003939999,0.02905405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003876507,"threshold_uncertainty_score":0.0127027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007660998220166833,"score_gpt":0.171454020868959,"score_spread":0.1637930226487922,"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."}}