{"id":"W2048840464","doi":"10.1115/imece2010-38347","title":"Investigation of Interstitial Velocity Field Inside Micro-Porous Media","year":2010,"lang":"en","type":"article","venue":"","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Porous medium; Materials science; Vector field; Porosity; Flow velocity; Field (mathematics); Flow (mathematics); Mechanics; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006550441,0.00007225162,0.0001059296,0.0000500775,0.00001933634,0.000008096734,0.00006389331,0.00006708184,0.0001525217],"category_scores_gemma":[0.0001405329,0.00006752792,0.000022443,0.00007344093,0.00004757732,0.0001046273,0.0000297775,0.0001381519,0.00002847676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009481062,"about_ca_system_score_gemma":0.000009262712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004869942,"about_ca_topic_score_gemma":0.000398223,"domain_scores_codex":[0.9995727,0.000005407418,0.0001794483,0.0000700177,0.00008763463,0.00008480663],"domain_scores_gemma":[0.9995818,0.0001826861,0.00002310604,0.0001185805,0.00005898038,0.00003481704],"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":[0.00002733143,0.00001704562,0.0558108,0.0002038115,0.0001837318,0.000007073505,0.01082733,0.002952137,0.8909566,0.006006175,0.01935041,0.01365751],"study_design_scores_gemma":[0.0005472021,0.00003285417,0.07816973,0.00002448902,0.00002990379,0.000004964564,0.0003077887,0.01062357,0.9057261,0.002494514,0.001754055,0.000284859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882362,0.00001877585,0.002086858,0.0001310837,0.0006759585,0.00005379117,0.000002848026,0.0001623517,0.008632094],"genre_scores_gemma":[0.994083,0.000004336997,0.005633172,0.0001216042,0.0001052917,0.000002546459,0.000004097883,0.000009763558,0.00003614778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02235893,"threshold_uncertainty_score":0.2753709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006079970252932,"score_gpt":0.2326648174494997,"score_spread":0.2126040177469703,"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."}}