{"id":"W3179465455","doi":"10.11113/amst.v25n2.218","title":"Derivation of a Closed Form Expression for Estimating the Reduced Flow Rate for Pressure Driven Rarefied Gas Flow Through Circular Nano/Micro Pores","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Membrane Science & Technology","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Persian Gulf University","keywords":"Knudsen number; RADIUS; Volumetric flow rate; Flow (mathematics); Free molecular flow; Mechanics; Direct simulation Monte Carlo; Range (aeronautics); Knudsen flow; Thermodynamics; Rarefaction (ecology); Real gas; Physics; Monte Carlo method; Materials science; Statistical physics; Mathematics; Statistics; Computer science; Geology","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":[0.001709063,0.0001848038,0.0005079432,0.0002756632,0.0003561603,0.00004988193,0.0007959057,0.0001977157,0.000009527673],"category_scores_gemma":[0.00161795,0.0001282661,0.0001676842,0.000739526,0.0005104027,0.0001732493,0.0001472832,0.0002511966,2.205271e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005401446,"about_ca_system_score_gemma":0.0003973118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.689488e-7,"about_ca_topic_score_gemma":0.000001026089,"domain_scores_codex":[0.9981513,0.000025053,0.0007851521,0.0003003084,0.0003488598,0.0003893163],"domain_scores_gemma":[0.9971637,0.0004597991,0.001069079,0.0004962239,0.0007643487,0.00004689709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001488518,0.000085215,0.000001552343,0.0002398088,0.00004108491,0.000002523886,0.00095678,0.007685211,0.9433712,0.04338718,0.00006508586,0.004015496],"study_design_scores_gemma":[0.0009581819,0.0001012806,0.000003456987,0.0001366589,0.0000881438,0.00005921362,0.0006546922,0.05025623,0.6057024,0.3417276,0.0002254123,0.00008675569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6349959,0.00009559235,0.3618689,0.00165874,0.0003305441,0.000835216,0.00001618039,0.00003890131,0.0001601044],"genre_scores_gemma":[0.5550559,0.00001344112,0.444762,0.00003957875,0.00005324195,0.0000428238,0.000002518075,0.00001709019,0.00001333622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3376688,"threshold_uncertainty_score":0.5230538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875126647067276,"score_gpt":0.2833845941297454,"score_spread":0.2646333276590727,"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."}}