{"id":"W4200431633","doi":"10.2118/208583-pa","title":"The Effect of Relative Permeability Hysteresis on the Design of an Optimal Water-Alternating-Gas (WAG) Process","year":2021,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Permeability (electromagnetism); Hysteresis; Relative permeability; Petroleum engineering; Latin hypercube sampling; Saturation (graph theory); Engineering; Mathematics; Geotechnical engineering; Chemistry; Statistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008471205,0.0003382126,0.0004169694,0.0003511056,0.0002221626,0.0006453758,0.000313337,0.0004273097,0.0004264161],"category_scores_gemma":[0.001781259,0.0002807287,0.0002643396,0.0001953956,0.0004316538,0.0004284391,0.0003453934,0.0003218229,0.0000527285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005015809,"about_ca_system_score_gemma":0.0005999171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139844,"about_ca_topic_score_gemma":0.001552429,"domain_scores_codex":[0.9997117,0.0001019008,0.00001345089,0.00006159255,0.00006789488,0.00004333825],"domain_scores_gemma":[0.9994127,0.0003832704,0.0001040932,0.00002482598,0.00005827081,0.00001689883],"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":[0.0002144418,0.00008076752,0.001223235,0.0001453933,0.00001825175,0.00009623101,0.00005255904,0.9357144,0.04670187,0.001339732,0.00006992287,0.0143432],"study_design_scores_gemma":[0.00001628254,0.000395661,0.0007696266,0.000008369144,0.00001658558,0.00001795668,0.00003996155,0.9686679,0.02932087,0.0004503342,0.0002870861,0.000009309942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8930844,0.000501708,0.1030163,0.0001510802,0.00001189536,0.00009615135,0.00004064287,0.0001070569,0.00299079],"genre_scores_gemma":[0.9935226,0.00005545676,0.006286139,0.000004987368,5.867732e-7,0.0000179262,0.000005114915,0.000003728835,0.0001035232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00139844,"threshold_uncertainty_score":0.004480004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989052877465879,"score_gpt":0.3261214178089187,"score_spread":0.28623088903426,"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."}}