{"id":"W2901945701","doi":"10.2118/185079-pa","title":"Coupling of Wellbore and Surface-Facilities Models With Reservoir Simulation To Optimize Recovery of Liquids From Shale Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada); Schlumberger (Canada); University of Calgary","funders":"University of Calgary","keywords":"Petroleum engineering; Wellbore; Oil shale; Coupling (piping); Completion (oil and gas wells); Shale gas; Reservoir simulation; Work (physics); Environmental science; Geology; Engineering; Waste management; Mechanical engineering","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":[0.0006187299,0.0006927559,0.001137396,0.0005090427,0.0005034277,0.001243446,0.001248516,0.001625549,0.003106165],"category_scores_gemma":[0.001828935,0.0006112474,0.0008967962,0.0004500868,0.0007160375,0.0008188799,0.0009252733,0.001008241,0.0002666665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609429,"about_ca_system_score_gemma":0.00189369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02821592,"about_ca_topic_score_gemma":0.01551548,"domain_scores_codex":[0.9997289,0.0001096892,0.00001258783,0.00003673919,0.00004558508,0.00006656568],"domain_scores_gemma":[0.9987583,0.0008845693,0.00008206336,0.00005746483,0.0001264491,0.00009117059],"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":[0.00002166824,0.00002007879,0.0004306606,0.000005733954,0.00000645168,0.00001354467,0.000006847119,0.9986344,0.0002185171,0.000209033,0.00002367422,0.0004093967],"study_design_scores_gemma":[0.000005000941,0.000009512426,0.00005217604,7.468123e-7,0.000001468801,6.892789e-7,0.000004235368,0.999724,0.0001195748,0.00004816369,0.00003261175,0.000001723197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925478,0.0002034237,0.09222069,0.0003557422,0.00004809344,0.0001756836,0.0003853547,0.0005911847,0.01347194],"genre_scores_gemma":[0.9882208,0.00005218574,0.009710356,0.00002918482,0.000006064222,0.0001139866,0.0001289505,0.00005253598,0.001686025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02821592,"threshold_uncertainty_score":0.05610335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798245352809587,"score_gpt":0.2603508326849134,"score_spread":0.2323683791568176,"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."}}