{"id":"W2808982224","doi":"10.2118/191153-ms","title":"Modelling of Fluid Flow in a Petroleum Reservoir Using an Engineering Approach","year":2018,"lang":"en","type":"article","venue":"SPE Trinidad and Tobago Section Energy Resources Conference","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Partial differential equation; Discretization; Reservoir simulation; Computer science; Fluid dynamics; Algebraic equation; Flow (mathematics); Applied mathematics; Differential equation; Mathematical optimization; Mathematics; Nonlinear system; Mathematical analysis; Engineering; Mechanics; Physics; Geometry","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":[0.0002432048,0.0004206705,0.0003857581,0.0005805796,0.000470997,0.001122115,0.0006421384,0.0009948006,0.001275734],"category_scores_gemma":[0.0005111171,0.0002384182,0.0005668789,0.0004741392,0.0006827367,0.0008844887,0.000731103,0.0005279306,0.000287395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000526,"about_ca_system_score_gemma":0.001067157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004048273,"about_ca_topic_score_gemma":0.001929343,"domain_scores_codex":[0.999838,0.00004618195,0.00001213168,0.00002297708,0.00006331231,0.00001737519],"domain_scores_gemma":[0.9998592,0.00006421533,0.00002175293,0.00001262599,0.00003353368,0.000008650712],"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":[0.00001756551,0.00002561569,0.0007635913,0.00007432687,0.00000973753,0.0001986366,0.00004692702,0.9683575,0.007828419,0.01428596,0.0001854055,0.008206297],"study_design_scores_gemma":[0.000002643503,0.0000160333,0.0001078526,0.000006789405,0.000002837942,0.00003732713,0.00001107047,0.9963571,0.001258095,0.001231979,0.0009633723,0.000004779823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08495753,0.000712516,0.8934394,0.0003940069,0.00007636716,0.0001343406,0.0002479883,0.0005314193,0.01950654],"genre_scores_gemma":[0.9022883,0.001518431,0.08634601,0.00006289063,0.00005050317,0.0002077852,0.0002250828,0.00005902155,0.00924188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004048273,"threshold_uncertainty_score":0.008049428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06200979436088302,"score_gpt":0.2658803737361939,"score_spread":0.2038705793753109,"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."}}