{"id":"W1985697642","doi":"10.2118/2005-156","title":"Sand Production Prediction in Oil Wellbores: A Set of Criteria for Design of Reticulated Expandable Completion Techniques Based on Large-Scale Transient Experiments","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Transient (computer programming); Scale (ratio); Completion (oil and gas wells); Production (economics); Transient analysis; Computer science; Oil production; Set (abstract data type); Petroleum engineering; Engineering drawing; Engineering; Transient response; Physics","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":[0.0006813169,0.0004324828,0.0005735179,0.0003925728,0.0002230033,0.0005610724,0.000488588,0.0004176845,0.0007516905],"category_scores_gemma":[0.002036474,0.0002236261,0.0002513238,0.0001416458,0.0002723594,0.000502201,0.0002174329,0.0002423442,0.0001282552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006270138,"about_ca_system_score_gemma":0.0004061506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317765,"about_ca_topic_score_gemma":0.003874342,"domain_scores_codex":[0.9998569,0.00003301922,0.00001043236,0.00003487133,0.00004309806,0.00002155593],"domain_scores_gemma":[0.9986959,0.0007983248,0.0002143727,0.00007144657,0.0001683223,0.00005157905],"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":[0.00104624,0.0003569655,0.02282595,0.0001789309,0.00002315541,0.0001963089,0.0001058779,0.6426291,0.3015485,0.0003877637,0.0001388337,0.0305624],"study_design_scores_gemma":[0.00002288414,0.000714127,0.008201539,0.000008526123,0.00001860097,0.00001513669,0.00006830314,0.9080242,0.08267024,0.0000916565,0.00014806,0.00001667148],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419648,0.00005881423,0.05658376,0.00002249143,0.000003844596,0.000103212,0.00007555679,0.0002748819,0.0009126813],"genre_scores_gemma":[0.9925864,0.00001826722,0.00717685,0.000002068739,5.300203e-7,0.00002756854,0.00002904568,0.000007907615,0.0001513974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002317765,"threshold_uncertainty_score":0.004608572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096455848634543,"score_gpt":0.2572264381795571,"score_spread":0.2362618796932117,"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."}}