{"id":"W2083341405","doi":"10.1115/fedsm2009-78166","title":"Parallel Flow in Ordered Fibrous Structures: An Analytical Approach","year":2009,"lang":"en","type":"article","venue":"","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porosity; Materials science; Microstructure; Pressure drop; Permeability (electromagnetism); Poisson distribution; Porous medium; Mechanics; Hexagonal crystal system; Range (aeronautics); Flow (mathematics); Composite material; Mathematics; Physics; Crystallography; Chemistry; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005503554,0.0001336866,0.0001861426,0.00008762302,0.00002704561,0.00003216065,0.00009588044,0.00007105306,0.00007246334],"category_scores_gemma":[0.00001874206,0.000113276,0.0000288029,0.0002074357,0.00001582081,0.0001653855,0.00001158609,0.0001137513,0.00001753508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003624601,"about_ca_system_score_gemma":0.000005921397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008147309,"about_ca_topic_score_gemma":0.00002372852,"domain_scores_codex":[0.999265,0.00001482839,0.0001985245,0.0001640731,0.0001341256,0.000223427],"domain_scores_gemma":[0.9996765,0.00002669875,0.000008174282,0.0002050396,0.00002108553,0.00006249044],"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":[0.000009795683,0.00003006336,0.0007622737,0.00001099415,0.00001860206,0.000004300362,0.0004438729,0.9876289,0.0000241378,0.00440315,0.0006429396,0.006021013],"study_design_scores_gemma":[0.000445689,0.00002616932,0.05107848,0.000002204496,0.000006715038,0.000002595148,0.0001731462,0.9453783,0.000009599848,0.002337863,0.0003801177,0.0001591284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5978004,0.0004494881,0.1984504,0.0003221227,0.0001765542,0.000589236,0.000008496836,0.001708546,0.2004947],"genre_scores_gemma":[0.9481653,0.000007015868,0.05146339,0.000103923,0.0000513767,0.00000290932,0.00001173826,0.00001299084,0.0001813545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3503649,"threshold_uncertainty_score":0.4619261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742199491446512,"score_gpt":0.2722335660443319,"score_spread":0.2448115711298668,"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."}}