{"id":"W4223537205","doi":"10.2118/209591-pa","title":"Risk Management and Optimization in Real-Time Noncondensable Gas Co-injection under Economic Uncertainty","year":2022,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Mathematical optimization; Optimization problem; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002176296,0.0002492616,0.0002614133,0.0005762654,0.0001486542,0.0000756476,0.0001627241,0.00005676081,0.0007888523],"category_scores_gemma":[0.0000523291,0.0003170377,0.00005705523,0.0004203016,0.00001223975,0.0002762727,0.00008208691,0.0003324129,0.00002467723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324328,"about_ca_system_score_gemma":0.00003398547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001146531,"about_ca_topic_score_gemma":0.00001387502,"domain_scores_codex":[0.9981848,0.0002022286,0.0004512825,0.0003494057,0.0004556757,0.0003566116],"domain_scores_gemma":[0.9992972,0.0001604295,0.00006444058,0.0003417518,0.0000406066,0.00009554157],"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":[0.00001661986,0.00001087194,0.0003025946,0.0000550948,0.00005563266,0.000003446327,0.0001040206,0.998103,0.0002595148,0.0002481584,0.000198826,0.0006422605],"study_design_scores_gemma":[0.00114103,0.00004076554,0.001141779,0.00002191328,0.00003881221,0.00001168804,0.0001396856,0.9956793,0.0001241873,0.0003584807,0.0009933449,0.0003090233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8612202,0.0005368127,0.1309443,0.00004727269,0.0005641929,0.0008905522,0.00003413861,0.0006448482,0.005117663],"genre_scores_gemma":[0.9277252,0.001659986,0.06883396,0.000009343322,0.0001686555,0.0005621668,0.0002953322,0.0001775473,0.0005678196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06650493,"threshold_uncertainty_score":0.9999282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317049797595,"score_gpt":0.2925039445317169,"score_spread":0.2693334465557669,"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."}}