{"id":"W2067067407","doi":"10.2118/149477-ms","title":"Investigation of Liquid Loading in Tight Gas Horizontal Wells with a Transient Multiphase Flow Simulator","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Multiphase flow; Transient (computer programming); Petroleum engineering; Slug flow; Inflow; Mechanics; Flow (mathematics); Drilling; Volumetric flow rate; Geology; Two-phase flow; Materials science; Environmental science; Geotechnical engineering; Simulation; Engineering; Computer science","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":[0.0003401184,0.0003146773,0.0003680378,0.0003247252,0.0002115319,0.0003859155,0.0004482457,0.0005641163,0.0006718299],"category_scores_gemma":[0.001003472,0.0001888061,0.0002617178,0.0003672516,0.0003386899,0.0003700719,0.0002440378,0.0003331851,0.00005597458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006033467,"about_ca_system_score_gemma":0.0006476442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275834,"about_ca_topic_score_gemma":0.007699993,"domain_scores_codex":[0.9998735,0.00003280183,0.00001058506,0.00001960963,0.0000406945,0.00002284521],"domain_scores_gemma":[0.9993074,0.0004841724,0.00006524978,0.00003994875,0.00007394404,0.00002919732],"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":[0.0003079883,0.0002435849,0.008617985,0.00006116483,0.00002042285,0.000204174,0.000102677,0.9318931,0.05269057,0.0003689026,0.0001063577,0.005383198],"study_design_scores_gemma":[0.00001385161,0.0001593188,0.001198486,0.000002778823,0.000004276945,0.000006388548,0.0000257192,0.9856508,0.01283022,0.00004552787,0.00005463891,0.000007897022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992896,0.00001341365,0.006339806,0.00002220622,0.000003190776,0.00002716218,0.0001316259,0.00009980223,0.0004666486],"genre_scores_gemma":[0.9980232,0.0000104307,0.001779414,0.000003675261,3.325032e-7,0.00001671325,0.00004418095,0.000005231586,0.0001168216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01275834,"threshold_uncertainty_score":0.02536815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03347391507517643,"score_gpt":0.2146219897773572,"score_spread":0.1811480747021808,"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."}}