{"id":"W4387258786","doi":"10.1017/jfm.2023.664","title":"Hydrodynamic permeability of circular-inclusion-doped Brinkman media","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Permeability (electromagnetism); Relative permeability; Computation; Mechanics; Materials science; Mathematics; Chemistry; Porosity; Composite material","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":[0.0009159195,0.0001463565,0.0004107743,0.0002540502,0.00009577338,0.00001245027,0.0002746767,0.00008911829,0.00004974712],"category_scores_gemma":[0.0003942361,0.0001330083,0.0002004044,0.000458423,0.00001889762,0.0002006046,0.0002788758,0.0002248064,0.00002991541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384348,"about_ca_system_score_gemma":0.00003991456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002027212,"about_ca_topic_score_gemma":0.000005146159,"domain_scores_codex":[0.9983224,0.00004187132,0.0007207323,0.0001029182,0.0005998233,0.0002122543],"domain_scores_gemma":[0.9989375,0.0002200704,0.0001724933,0.0002567383,0.0003143393,0.00009882324],"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":[0.00006333608,0.0001144644,0.0005381362,0.000609929,0.0006193655,0.0001504631,0.007780879,0.5738271,0.4052518,0.002659575,0.002380702,0.006004208],"study_design_scores_gemma":[0.00087144,0.00008060304,0.003601386,0.0001063467,0.0001270268,0.0000555658,0.0005133983,0.9710706,0.01096543,0.01109104,0.001287156,0.0002299909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896523,0.000567048,0.008094915,0.0001574567,0.001076275,0.00009582219,0.00001195126,0.0001223545,0.0002218414],"genre_scores_gemma":[0.9989819,0.0004310382,0.000357019,0.00002125218,0.0001457148,9.520241e-7,0.000003344578,0.00003723003,0.00002158402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3972435,"threshold_uncertainty_score":0.5423923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715182329295553,"score_gpt":0.245503316845639,"score_spread":0.2283514935526835,"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."}}