{"id":"W4323657917","doi":"10.2118/212757-ms","title":"Distributed Real-Time Multi-Pad Steam Allocation Optimization","year":2023,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Steam-assisted gravity drainage; Boiler (water heating); Steam injection; Performance indicator; Engineering; Computer science; Mathematical optimization; Process engineering; Petroleum engineering; Mathematics; Waste management; Oil sands","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":[0.0005829275,0.0007984004,0.0009681055,0.0002737389,0.0002931967,0.0009394089,0.0005597021,0.0008823108,0.003623504],"category_scores_gemma":[0.0009717622,0.0003620535,0.0005879668,0.0003048114,0.0006425747,0.0005344875,0.000818215,0.000896182,0.0003580618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005205128,"about_ca_system_score_gemma":0.0009129777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004330739,"about_ca_topic_score_gemma":0.003220464,"domain_scores_codex":[0.9997659,0.00007650147,0.000008761695,0.00006202159,0.00004418632,0.00004250504],"domain_scores_gemma":[0.9995304,0.0002595572,0.00004837664,0.00003294416,0.00009482604,0.00003386164],"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":[0.00003494387,0.00001398054,0.0001641764,0.00001694707,0.000007934528,0.00002051847,0.000005508192,0.9947181,0.0004915074,0.0006788144,0.0002445367,0.003603108],"study_design_scores_gemma":[0.000004154456,0.000008427006,0.00002555875,8.072427e-7,0.000001242351,0.000001532852,0.000002446132,0.9994954,0.0001202902,0.0002318008,0.0001073755,9.325457e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09232724,0.000344878,0.895948,0.0004288292,0.000137989,0.00009532459,0.0001904319,0.0007613523,0.009765907],"genre_scores_gemma":[0.9303285,0.0000723295,0.06418023,0.00009798806,0.00002064031,0.0001077162,0.0001726021,0.00006959429,0.004950422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004330739,"threshold_uncertainty_score":0.01212186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141456026920727,"score_gpt":0.2756236079561655,"score_spread":0.2542090476869582,"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."}}