{"id":"W2979428409","doi":"10.2118/198171-ms","title":"Advancing the CFD Simulation of Flashing in Inflow Control Devices","year":2019,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flashing; Pressure drop; Computational fluid dynamics; Inflow; Multiphase flow; Mechanics; Environmental science; Flow (mathematics); Turbulence; Boiling; Petroleum engineering; Materials science; Engineering; Thermodynamics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003847038,0.00006926947,0.000128194,0.00007333894,0.000009750594,0.00001303525,0.0000882559,0.00003939337,0.00005820046],"category_scores_gemma":[0.00008543675,0.00005070469,0.00002922502,0.0001618746,0.000004311935,0.0001617448,0.000007698162,0.0001007027,0.00001282571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000226062,"about_ca_system_score_gemma":0.000004517065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001250261,"about_ca_topic_score_gemma":0.00002123171,"domain_scores_codex":[0.9994757,0.00003192171,0.0002077347,0.00006256301,0.0001003475,0.0001217837],"domain_scores_gemma":[0.9991732,0.0006120841,0.0000191464,0.0001547963,0.00002329011,0.00001750177],"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":[0.000003116812,0.000002034834,0.01614547,0.0000471438,0.000006834137,1.316141e-7,0.0001284526,0.9798666,0.002355372,0.00008838405,0.000003564208,0.001352848],"study_design_scores_gemma":[0.0003929228,0.000007466865,0.01286888,0.0000283282,0.000002362277,1.249662e-7,0.00004801884,0.9847392,0.0007515929,0.00004957254,0.001050626,0.00006088572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7522984,0.0001193471,0.2448927,0.00001990746,0.0001223654,0.000116803,4.701673e-7,0.00007741414,0.002352647],"genre_scores_gemma":[0.9948989,0.000004209793,0.00496415,0.0000174526,0.00002295149,0.000003219315,7.998256e-7,0.00001314875,0.000075232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426005,"threshold_uncertainty_score":0.2067677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006499734236361946,"score_gpt":0.2572825787837917,"score_spread":0.2507828445474298,"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."}}