{"id":"W4391837708","doi":"10.1002/cjce.25219","title":"Area averaging of packed bed in continua conservation equations in axial flow","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mechanics; Reynolds number; Partial differential equation; Packed bed; Energy conservation; Heat transfer; Porosity; Mathematics; Thermodynamics; Chemistry; Physics; Engineering; Turbulence; Mathematical analysis; Geotechnical engineering; Chromatography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001089171,0.0004661524,0.0008034942,0.0005164798,0.0003798255,0.0006705706,0.001101912,0.0005825107,0.001530436],"category_scores_gemma":[0.001393171,0.0003478396,0.0007906175,0.000424581,0.0006498165,0.0008548655,0.0005018194,0.00071976,0.0002173761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084031,"about_ca_system_score_gemma":0.001019514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01252583,"about_ca_topic_score_gemma":0.007497065,"domain_scores_codex":[0.9996505,0.00009152413,0.00001811906,0.00004756567,0.0001478484,0.00004437283],"domain_scores_gemma":[0.9994878,0.0002318309,0.00005298174,0.00003864327,0.000156465,0.00003223745],"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":[0.00002631499,0.00005575243,0.0007942243,0.00007684888,0.00002968314,0.00007696036,0.00005630943,0.9056723,0.006432395,0.07138553,0.0006934155,0.01470033],"study_design_scores_gemma":[0.000001347517,0.00000320199,0.00004727059,8.925914e-7,0.000001290205,0.000002899364,0.000001180897,0.9984861,0.000243251,0.001045009,0.0001659282,0.000001613274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04501532,0.0004134325,0.9482715,0.0001333736,0.0001336785,0.00006182677,0.0001140337,0.0002015192,0.00565529],"genre_scores_gemma":[0.8566889,0.0006102405,0.1295744,0.0001604276,0.0001289933,0.0002849804,0.0002448017,0.0001872272,0.01212017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01252583,"threshold_uncertainty_score":0.02490586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152173119879083,"score_gpt":0.1915900419432223,"score_spread":0.1800683107444314,"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."}}