{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005726585,0.0002911565,0.000374088,0.0001102084,0.0001281951,0.0000631095,0.0004300137,0.0001128034,0.00008302127],"category_scores_gemma":[0.002813361,0.0001732181,0.0001419852,0.0004020944,0.00005046598,0.0002657029,0.0000546158,0.0003634095,0.000005823507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001408133,"about_ca_system_score_gemma":0.00004894324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004453781,"about_ca_topic_score_gemma":0.000001436901,"domain_scores_codex":[0.9969567,0.0008581674,0.0006165021,0.0002839782,0.0009267136,0.0003579256],"domain_scores_gemma":[0.9959712,0.002612482,0.00008845911,0.0008123586,0.0004331871,0.0000823097],"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":[0.00006625517,0.00001402095,0.00007138194,0.0002414496,0.0001141477,0.000001660886,0.000614109,0.9759698,0.02207134,0.0001251059,0.000006094395,0.0007046278],"study_design_scores_gemma":[0.0003534453,0.0001464171,0.0002834624,0.00009719126,0.00003949573,0.000002094561,0.00006022719,0.6294376,0.3692932,0.000134096,0.00003786333,0.0001149145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338799,0.0004261684,0.06424659,0.000110321,0.0002610814,0.0006646538,0.000007071076,0.0001365349,0.0002677151],"genre_scores_gemma":[0.9940413,0.00004315624,0.005577005,0.000001338068,0.00008377482,0.0001415524,0.0000168644,0.0000630408,0.00003194558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3472218,"threshold_uncertainty_score":0.7063629,"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."}}