{"id":"W2042687898","doi":"10.1115/imece2013-63242","title":"Influences of Water Injection Rate and Oil Length on Oil Slug Mobilization in a Capillary Model","year":2013,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Slug; Capillary action; Fluent; Slug flow; Petroleum engineering; Water injection (oil production); Mechanics; Volumetric flow rate; Environmental science; Flow (mathematics); Two-phase flow; Materials science; Computational fluid dynamics; Geology; Physics; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.00005718327,0.00007073973,0.00008502057,0.00008851541,0.00001269151,0.0000130207,0.0000243985,0.00005330544,0.00003359788],"category_scores_gemma":[0.000001619196,0.00005125247,0.00001136254,0.00005003631,0.00001329481,0.0001466646,0.000005093154,0.00005369712,0.000009218644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001611028,"about_ca_system_score_gemma":0.000003828712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003540335,"about_ca_topic_score_gemma":0.0002779888,"domain_scores_codex":[0.9996238,0.000007880699,0.0001379891,0.00008178725,0.00004869141,0.0000998915],"domain_scores_gemma":[0.9998812,0.000009139127,0.000002493172,0.00006333515,0.00002277873,0.0000210167],"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":[0.000004279354,0.00001296833,0.0008372689,0.0001122229,0.000005663052,1.861116e-7,0.0005141755,0.8845464,0.1089546,0.0009677949,0.00002364905,0.004020797],"study_design_scores_gemma":[0.0001846988,0.00002555767,0.002530897,0.00002543831,0.000002425267,5.057457e-7,0.00003724999,0.9859913,0.01071948,0.0004010551,0.000007913895,0.00007347752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946795,0.00005546504,0.001297385,0.00003936902,0.00003669823,0.00002889898,0.00000107325,0.00004313424,0.003818486],"genre_scores_gemma":[0.9988546,0.0006475014,0.0001673807,0.00003773193,0.000005882667,0.00001821224,0.00000465986,0.00001080605,0.0002532301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1014449,"threshold_uncertainty_score":0.2090015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006634119901686211,"score_gpt":0.1827410530576921,"score_spread":0.1761069331560059,"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."}}