{"id":"W3184087145","doi":"","title":"High-fidelity FE Model of the Riser Subjected to the Slug-flow in the Arbitrary Lagrangian-Eulerian Description","year":2021,"lang":"en","type":"article","venue":"The 31st International Ocean and Polar Engineering Conference","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Eulerian path; Flow (mathematics); Lagrangian; Mechanics; Slug flow; Computer science; Mathematics; Applied mathematics; Physics; Two-phase flow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002274748,0.0006508224,0.0006720095,0.0005270188,0.0005219115,0.0009995883,0.00142729,0.002568954,0.00834867],"category_scores_gemma":[0.0006894778,0.00052803,0.0005445072,0.0004688328,0.0007713623,0.0005486863,0.0006158483,0.0006880478,0.001342021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005315763,"about_ca_system_score_gemma":0.001141131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.015285,"about_ca_topic_score_gemma":0.0100067,"domain_scores_codex":[0.999828,0.00003563908,0.00001190613,0.00002975571,0.00007094738,0.00002381154],"domain_scores_gemma":[0.9998399,0.00003814612,0.00002712438,0.00002602151,0.00005057122,0.00001817781],"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":[0.00001875832,0.00002016693,0.0003618947,0.00002785865,0.000009676837,0.0001094555,0.00002575239,0.9939075,0.001553796,0.001844759,0.0003232654,0.001797078],"study_design_scores_gemma":[0.000008191538,0.00001223196,0.0003423049,0.000007512605,0.0000045371,0.00002369421,0.00001511537,0.9982231,0.0003233388,0.0002856289,0.0007482518,0.000006092452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2307245,0.000795178,0.6313091,0.001208966,0.0004403249,0.0003256394,0.004639905,0.003060326,0.1274961],"genre_scores_gemma":[0.9449373,0.0003576114,0.02798462,0.0001766042,0.00005064825,0.0001928694,0.001289119,0.0002851686,0.02472607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.015285,"threshold_uncertainty_score":0.03039211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456519714953725,"score_gpt":0.1999594204705642,"score_spread":0.185394223321027,"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."}}