{"id":"W3164046494","doi":"10.2118/205499-pa","title":"Simple and Robust Algorithm for Multiphase Equilibrium Computations at Temperature and Volume Specifications","year":2021,"lang":"en","type":"article","venue":"SPE Journal","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Isochoric process; Multiphase flow; Isobaric process; Computation; SIMPLE algorithm; Robustness (evolution); Algorithm; Isothermal process; Enhanced oil recovery; Thermodynamics; Computer science; Volume (thermodynamics); Applied mathematics; Mathematical optimization; Mathematics; Petroleum engineering; Chemistry; Engineering; 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":[0.00007535328,0.00009657867,0.0001191641,0.00005571272,0.0001413689,0.0001348698,0.00004327124,0.00006399579,0.00006860551],"category_scores_gemma":[0.00003602052,0.0001007939,0.00003871802,0.00009086917,0.00002769553,0.0001764592,0.00002862448,0.0001839906,0.000003069645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007051734,"about_ca_system_score_gemma":0.0000222803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.423222e-7,"about_ca_topic_score_gemma":0.00001391004,"domain_scores_codex":[0.9994764,0.00001301794,0.0001678596,0.0001155276,0.00007132296,0.0001558851],"domain_scores_gemma":[0.9995919,0.00006647636,0.00003033946,0.00009110539,0.0001133927,0.0001068224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001997902,0.0001348398,0.001652247,0.0002123929,0.0002616092,0.0001457312,0.0007965129,0.1214615,0.4817088,0.000366443,0.141737,0.2515029],"study_design_scores_gemma":[0.001185393,0.00008962121,0.004544621,0.00008346421,0.00005739622,0.001441009,0.0002237727,0.8643849,0.06809563,0.003634063,0.05582978,0.0004303385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2091344,0.002955861,0.7856742,0.00045759,0.0003661963,0.0002022551,0.0002353126,0.0002310988,0.0007430577],"genre_scores_gemma":[0.07850852,0.001526741,0.9171692,0.00008147163,0.0005824808,0.00002026637,0.0001037157,0.00006569659,0.001941888],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7429234,"threshold_uncertainty_score":0.4110256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104087840654287,"score_gpt":0.2503219764217036,"score_spread":0.2292810980151607,"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."}}