{"id":"W2044594016","doi":"10.1115/imece2010-40379","title":"Various Boundary Condition Implementation to Study Microfilters Using DSMC Simulation","year":2010,"lang":"en","type":"article","venue":"","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pressure drop; Boundary value problem; Mechanics; Monte Carlo method; Boundary (topology); Upstream (networking); Filter (signal processing); Flow (mathematics); Inlet; Environmental science; Simulation; Computer science; Marine engineering; Physics; Engineering; Mechanical engineering; Mathematics; Statistics","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":[0.0003598691,0.0001028286,0.0001098964,0.00009378896,0.0001367256,0.00007522992,0.00007779159,0.00003855798,0.0007050107],"category_scores_gemma":[0.00004552165,0.00009749508,0.00003105242,0.00009450365,0.00001569169,0.00007952693,0.00004271061,0.00009416741,0.00001946113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003510258,"about_ca_system_score_gemma":0.00002351796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009353097,"about_ca_topic_score_gemma":0.0003265692,"domain_scores_codex":[0.9992456,0.00004527796,0.0002441116,0.0001704942,0.0001436533,0.0001508492],"domain_scores_gemma":[0.9994571,0.0001206572,0.0000762696,0.0002145764,0.00007341091,0.00005801447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001511819,0.00196809,0.02228847,0.00008017237,0.0003043571,0.00002970248,0.01976681,0.008553381,0.7313959,0.1840818,0.000801477,0.03057862],"study_design_scores_gemma":[0.006058609,0.001177488,0.06918307,0.00002652267,0.0005137273,0.00005172615,0.01735892,0.1199725,0.01648827,0.7662227,0.001632034,0.001314428],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888723,5.890624e-7,0.1099492,0.00005062546,0.0002847721,0.0006224942,0.00000890945,0.00005736237,0.0003031518],"genre_scores_gemma":[0.9586512,6.879639e-8,0.04103571,0.0001322023,0.00005670394,0.00001049188,0.00001619071,0.00002050764,0.00007687837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7149076,"threshold_uncertainty_score":0.7719373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442495932116296,"score_gpt":0.4004650903323987,"score_spread":0.3660401310112357,"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."}}