{"id":"W2093119470","doi":"10.2118/172003-ms","title":"A New Approach for Optimization and Uncertainty Assessment of Surfactant-Polymer Flooding","year":2014,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Petroleum engineering; Petrophysics; Facies; Enhanced oil recovery; Permeability (electromagnetism); Oil in place; Geology; Reservoir simulation; Flooding (psychology); Water flooding; Porosity; Environmental science; Geotechnical engineering; Structural basin; Geomorphology; Petroleum; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001315809,0.001183617,0.0009977348,0.001072082,0.0003087784,0.0008118358,0.0007546142,0.001062304,0.001805286],"category_scores_gemma":[0.001958589,0.0006335995,0.00130513,0.0006029385,0.0006453866,0.000593894,0.001119667,0.0009018428,0.0001572288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006458037,"about_ca_system_score_gemma":0.001026217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003665679,"about_ca_topic_score_gemma":0.002098543,"domain_scores_codex":[0.9995715,0.0001692679,0.0000243328,0.00007684786,0.0001205689,0.00003752069],"domain_scores_gemma":[0.9992753,0.0004716626,0.00007948724,0.00003331976,0.0001206461,0.00001961035],"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":[0.00001108105,0.00001262844,0.0001479131,0.00003372543,0.00002995777,0.00003423873,0.00001407533,0.9872627,0.001164073,0.004256116,0.0001081212,0.006925351],"study_design_scores_gemma":[0.000001767188,0.000008207406,0.00003262936,0.000002126405,0.000003423331,0.000003237357,0.000001753589,0.9987148,0.0001892529,0.0008678584,0.0001728713,0.000002032469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007486824,0.00009631029,0.9906361,0.00006144548,0.00001274576,0.00003535669,0.0000511207,0.00008839058,0.001531659],"genre_scores_gemma":[0.5518128,0.0003297579,0.442866,0.0001111083,0.00006864074,0.0005419782,0.0002387547,0.0001983041,0.003832649],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003665679,"threshold_uncertainty_score":0.007288694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861760900473699,"score_gpt":0.2723385780152532,"score_spread":0.2537209690105162,"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."}}