{"id":"W2140236468","doi":"10.1002/cjce.21893","title":"Online monitoring, simulation and prediction of multiphase flows","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiphase flow; Transient (computer programming); Context (archaeology); Steady state (chemistry); Computer science; Flow (mathematics); Volumetric flow rate; Volume (thermodynamics); Population; Control theory (sociology); Model predictive control; Mechanics; Simulation; Control (management); Chemistry; Thermodynamics; Physics","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":[0.00006992745,0.00007070522,0.0001040858,0.00008663452,0.00001693531,0.00002037031,0.00007659726,0.000047674,0.00000840772],"category_scores_gemma":[0.00006931068,0.00005836258,0.00003158895,0.0000665476,0.00001483632,0.0001051819,0.000004545179,0.0001781905,4.573258e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007457491,"about_ca_system_score_gemma":0.00002653903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003803877,"about_ca_topic_score_gemma":0.00003122585,"domain_scores_codex":[0.9995508,0.000002514969,0.0002176008,0.00003268747,0.00007119942,0.0001252019],"domain_scores_gemma":[0.9996151,0.00004669145,0.00002893588,0.00006266584,0.00006865457,0.0001779172],"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":[5.842545e-7,0.000001930551,0.0002335749,0.00002213967,0.0000179298,0.000001449915,0.000114977,0.8257456,0.1725589,0.00001515314,0.00001372759,0.001274045],"study_design_scores_gemma":[0.0001593818,0.000009588112,0.001261684,0.00007172016,0.00001186868,0.00001608791,0.00000835717,0.9860557,0.01223875,0.00002408247,0.00009596445,0.00004682296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995824,0.0004849575,0.003326371,0.00002843974,0.0002539711,0.0000461874,0.000009339519,0.00001279541,0.00001396951],"genre_scores_gemma":[0.9980698,0.000006436753,0.001713044,0.000002636547,0.0001871574,8.625033e-7,0.000001599477,0.00001575103,0.000002777801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1603201,"threshold_uncertainty_score":0.2379957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00814688613793155,"score_gpt":0.1896712786475163,"score_spread":0.1815243925095848,"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."}}