{"id":"W2765830783","doi":"10.2118/188167-ms","title":"Design Optimization of Slotted Liner Completions in Horizontal Wells: An Analytical Skin Factor Model Verified by Computational Fluid Dynamics and Experimental Sand Retention Tests","year":2017,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Computational fluid dynamics; Pressure drop; Mechanics; Permeability (electromagnetism); Flow (mathematics); Fluid dynamics; Skin effect; Volumetric flow rate; Engineering; Geotechnical engineering; Geology; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005590906,0.0005679347,0.0006053267,0.0003600796,0.0002947938,0.0007277566,0.0006141005,0.0006130534,0.0008155793],"category_scores_gemma":[0.0008012513,0.0003548148,0.0005559007,0.0002262481,0.0004981376,0.000385958,0.0002681176,0.0002756471,0.0001523927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009739344,"about_ca_system_score_gemma":0.0009857542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008497597,"about_ca_topic_score_gemma":0.009435834,"domain_scores_codex":[0.9997807,0.00003850463,0.00001087066,0.00005173316,0.00007457558,0.00004361141],"domain_scores_gemma":[0.9995978,0.0001525314,0.00009461176,0.00003420075,0.00009618722,0.0000246717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005278516,0.00004108083,0.001104246,0.00004379484,0.000005441424,0.0000806965,0.00002708072,0.9789566,0.01552409,0.0003423605,0.00006340668,0.003758393],"study_design_scores_gemma":[0.000009532255,0.0001269346,0.0005098819,0.000003666536,0.000006252955,0.00001111415,0.00002395188,0.992285,0.006718004,0.00008575021,0.0002127205,0.000007062023],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8265389,0.0001810282,0.1681957,0.00005811457,0.00001937737,0.000162606,0.0001904301,0.000354811,0.00429899],"genre_scores_gemma":[0.9874097,0.0000446038,0.01183222,0.000002934895,7.883185e-7,0.00003906045,0.00002514746,0.00001473622,0.00063077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008497597,"threshold_uncertainty_score":0.01689625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02992932231292831,"score_gpt":0.2654826066831324,"score_spread":0.2355532843702041,"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."}}