{"id":"W4401502086","doi":"10.1016/j.enganabound.2024.105916","title":"Numerical analysis of flow and temperature fields in porous-partitioned cavities using non-linear Darcy-Brinkman-Forchheimer model","year":2024,"lang":"en","type":"article","venue":"Engineering Analysis with Boundary Elements","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Darcy's law; Mechanics; Flow (mathematics); Darcy number; Porous medium; Porosity; Mathematics; Materials science; Physics; Heat transfer; Natural convection; Composite material","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":[0.0003627137,0.0004547982,0.0008102584,0.0003975876,0.0006017356,0.0007751465,0.0008656057,0.001206466,0.000904277],"category_scores_gemma":[0.001266037,0.0003610274,0.0005554085,0.0003571819,0.001444027,0.0008221682,0.0007047259,0.0006090376,0.0001369815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005833213,"about_ca_system_score_gemma":0.0009145026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005346136,"about_ca_topic_score_gemma":0.002868286,"domain_scores_codex":[0.9998226,0.00006691078,0.000005684981,0.00002927876,0.00004218176,0.00003342712],"domain_scores_gemma":[0.9994996,0.0002971005,0.00006776018,0.00002955856,0.00006982263,0.00003620972],"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":[0.00004998908,0.00005563198,0.0007149074,0.00007669046,0.00001872622,0.0001270698,0.00006538472,0.9782239,0.008485002,0.01006526,0.0001896935,0.001927733],"study_design_scores_gemma":[0.000005940331,0.000007829901,0.0001254759,0.00000205391,0.000001882817,0.000007285418,0.000007188485,0.9988115,0.0005062586,0.0004581659,0.00006287672,0.000003525673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6359426,0.001225959,0.3433845,0.0007073228,0.0001542882,0.0001146647,0.0001540474,0.0003114872,0.01800509],"genre_scores_gemma":[0.9799673,0.0002692332,0.01588211,0.00004562876,0.00002923821,0.0000818274,0.00005174293,0.00005330876,0.003619658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005346136,"threshold_uncertainty_score":0.01063007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008088258001182486,"score_gpt":0.2289069386687214,"score_spread":0.2208186806675389,"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."}}