{"id":"W4411157665","doi":"10.3390/fluids10060151","title":"On Modeling Laminar Flow Through Variable Permeability Transition Layer","year":2025,"lang":"en","type":"article","venue":"Fluids","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Laminar flow; Mechanics; Permeability (electromagnetism); Flow (mathematics); Materials science; Geology; Physics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002094491,0.0007303283,0.0006059758,0.000386598,0.0003739569,0.000858964,0.0007018583,0.0009099413,0.001061752],"category_scores_gemma":[0.0005199705,0.0002012191,0.0007054113,0.000420561,0.0007323784,0.0008840291,0.0007337169,0.0006343827,0.000247189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000476729,"about_ca_system_score_gemma":0.0006790122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003977592,"about_ca_topic_score_gemma":0.001795941,"domain_scores_codex":[0.9998938,0.00002906173,0.000004764065,0.00002277999,0.00002675085,0.00002289372],"domain_scores_gemma":[0.9999007,0.00004144928,0.00002106056,0.000008839988,0.00001909559,0.000008836802],"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":[0.00003823649,0.0000323712,0.0003926116,0.0001336015,0.00001385095,0.0001306766,0.0000780066,0.9306656,0.01938644,0.040096,0.0002820469,0.008750633],"study_design_scores_gemma":[0.000004495964,0.00002905742,0.0001000677,0.00001268367,0.000005150486,0.00002410942,0.00001005083,0.9928,0.001880263,0.003915036,0.001211827,0.000007346544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08297434,0.00144831,0.9020237,0.0001753232,0.00009645218,0.00008980143,0.000191146,0.0003991976,0.01260163],"genre_scores_gemma":[0.8635053,0.002576949,0.121002,0.0001286122,0.00009655538,0.0002346398,0.0002646832,0.0001307851,0.01206054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003977592,"threshold_uncertainty_score":0.007908881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392746604080051,"score_gpt":0.2327742212120801,"score_spread":0.2188467551712796,"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."}}