{"id":"W2760110811","doi":"10.1103/physreve.96.033112","title":"Orthotropic hydraulic permeability of arrays of parallel cylinders","year":2017,"lang":"en","type":"article","venue":"Physical review. E","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canadian Institutes of Health Research; Alberta Innovates - Health Solutions; Alberta Innovates - Technology Futures","keywords":"Perpendicular; Orthotropic material; Drag; Mechanics; Permeability (electromagnetism); Geometry; Porosity; Reynolds number; Distribution (mathematics); Volume fraction; Cylinder; Physics; Materials science; Mathematics; Mathematical analysis; Composite material; Turbulence; Finite element method; Chemistry; Thermodynamics","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":[0.0002287763,0.0002912118,0.0003757125,0.0005680383,0.0002826664,0.0004549807,0.0004468012,0.0003018642,0.0006424326],"category_scores_gemma":[0.0008242241,0.0002128545,0.0002120193,0.0003978141,0.0005367223,0.000606799,0.0003867198,0.0002963761,0.0002119545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003784557,"about_ca_system_score_gemma":0.000464973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374352,"about_ca_topic_score_gemma":0.001063311,"domain_scores_codex":[0.9998631,0.00003579149,0.0000064287,0.00001941188,0.000051328,0.00002387563],"domain_scores_gemma":[0.9997569,0.0001090527,0.00005315697,0.00002174557,0.00003993761,0.00001930896],"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":[0.00003480511,0.0000311146,0.001648061,0.00006503549,0.000009777542,0.0001708831,0.00007497706,0.9329001,0.01170366,0.04022707,0.0003432918,0.01279117],"study_design_scores_gemma":[0.000002247446,0.000006645027,0.0001647102,0.000002781967,0.000001189573,0.00002908397,0.000009820264,0.9952151,0.0009295954,0.003302331,0.0003326887,0.00000387168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2107149,0.0006530264,0.775056,0.0001183336,0.00004441349,0.00004600224,0.000106282,0.0002667836,0.01299427],"genre_scores_gemma":[0.9321511,0.0004771687,0.06481259,0.0000287317,0.00001481353,0.00008013099,0.00006610104,0.00003846722,0.002330895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001374352,"threshold_uncertainty_score":0.002745926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03563083087491185,"score_gpt":0.3346730032893097,"score_spread":0.2990421724143978,"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."}}