{"id":"W1975576326","doi":"10.2118/75236-ms","title":"Integrated Production Operation Models With Reservoir Simulation for Optimum Reservoir Management","year":2002,"lang":"en","type":"article","venue":"SPE/DOE Improved Oil Recovery Symposium","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Simulated annealing; Reservoir simulation; Reservoir engineering; Production (economics); Injector; Oil field; Computer science; Nonlinear system; Reservoir modeling; Petroleum engineering; Mathematical optimization; Engineering; Petroleum; Algorithm; Geology; Mathematics; Mechanical engineering","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":[0.0005695492,0.0004622543,0.0003768143,0.0003587329,0.0002004664,0.0002445448,0.0002874627,0.0002299447,0.00007663724],"category_scores_gemma":[0.00008598018,0.0004211838,0.0001424311,0.0005549315,0.000033383,0.001357876,0.00004228472,0.0003081845,0.00003511474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003704521,"about_ca_system_score_gemma":0.00001764104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002361096,"about_ca_topic_score_gemma":0.00002526471,"domain_scores_codex":[0.9977109,0.00008826654,0.000624569,0.0006364672,0.000362521,0.0005772867],"domain_scores_gemma":[0.9985395,0.0001625298,0.00009838709,0.0007550102,0.0002905232,0.0001540423],"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":[0.0003069513,0.00005395514,0.000006739995,0.0004295307,0.0001476173,0.000002757673,0.0001876496,0.9815761,0.008084122,0.000110036,0.001417024,0.007677484],"study_design_scores_gemma":[0.001883304,0.000258614,0.00001400147,0.0001303587,0.00006712634,0.000004774548,0.00007111442,0.980452,0.004655145,0.0002973355,0.0116319,0.0005343259],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1746028,0.0003722398,0.8031023,0.0006815856,0.00194083,0.001476463,0.0000548235,0.00132401,0.01644505],"genre_scores_gemma":[0.6801113,0.001129851,0.2765601,0.00006292924,0.000776309,0.0008702033,0.0003377744,0.0003464185,0.03980505],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5265421,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02604258054988474,"score_gpt":0.2479039893637142,"score_spread":0.2218614088138295,"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."}}