{"id":"W2608038807","doi":"10.3968/9418","title":"The Integral Optimization Method of Oilfield Production System","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Energy consumption; Engineering; Production (economics); Production system (computer science); Oil production; Process (computing); Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004750948,0.00007750488,0.0001043082,0.00006086524,0.0001821777,0.00005593788,0.00009471725,0.00003232066,0.000001111577],"category_scores_gemma":[0.0001190942,0.00005935544,0.00001039839,0.00004091913,0.00002117666,0.0005831603,0.0000185621,0.00007082702,7.592866e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004264315,"about_ca_system_score_gemma":0.00001348614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001830164,"about_ca_topic_score_gemma":0.00002135669,"domain_scores_codex":[0.9994215,0.00003171756,0.0002504686,0.00009881832,0.0001086109,0.00008893283],"domain_scores_gemma":[0.9996286,0.00005824752,0.00006814329,0.0001825911,0.00004112095,0.00002131925],"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":[0.000008196686,0.000002476894,0.0002933259,0.00005737357,0.000004555934,2.036341e-7,0.0002596267,0.9371838,0.00004595722,0.0007886346,0.000006295076,0.06134956],"study_design_scores_gemma":[0.0001974162,0.000008152588,0.0003614806,0.00006557856,0.000001581134,0.000001516022,0.0005596694,0.9846078,0.006351708,0.0001008529,0.007664435,0.00007987521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003181222,0.000722884,0.9940035,0.00009878949,0.0006344791,0.00006983518,2.725338e-7,0.00006100865,0.001227981],"genre_scores_gemma":[0.6621042,0.001614389,0.3360727,0.000001807401,0.00003665268,0.00005580163,0.000004243228,0.00001000496,0.0001001727],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.658923,"threshold_uncertainty_score":0.2420444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092296723760786,"score_gpt":0.296202613029024,"score_spread":0.2752796457914161,"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."}}