{"id":"W2147714922","doi":"10.1002/cjce.5450850517","title":"Hydrodynamic Cell Model: General Formulation and Comparative Analysis of Different Approaches","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Boundary (topology); Flow (mathematics); Boundary value problem; Mathematics; Point (geometry); Mechanics; Vector field; Mathematical analysis; Mathematical optimization; Geometry; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001479184,0.00007883785,0.0001799428,0.0001873533,0.00002023515,0.00001439897,0.00006778057,0.0000393728,0.000003020213],"category_scores_gemma":[0.00001105234,0.00006206659,0.00005697507,0.0001977567,0.00001828791,0.00007013291,0.000002478227,0.000139219,9.195539e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081078,"about_ca_system_score_gemma":0.00002609971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003395799,"about_ca_topic_score_gemma":0.0003910604,"domain_scores_codex":[0.9994667,0.000004074474,0.0002592379,0.00003803167,0.00009069846,0.0001412487],"domain_scores_gemma":[0.999664,0.00005420015,0.00005568475,0.00005345119,0.0000334681,0.0001392052],"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":[0.000003479896,0.00000206724,0.0001137282,0.00001217808,0.0001059663,4.065025e-7,0.001118239,0.8922582,0.105109,0.001155551,0.000007945338,0.0001132698],"study_design_scores_gemma":[0.00009671877,0.000008723392,0.001221105,0.000005691759,0.0001248794,0.000003015077,0.0000171236,0.9047974,0.09358061,0.00008555592,0.000002282121,0.00005689814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9037089,0.0001253779,0.09585737,0.00001938578,0.00002819065,0.00003443014,0.000003376483,0.000006852592,0.0002160876],"genre_scores_gemma":[0.9985989,0.000002878418,0.001349385,0.000005920723,0.00002245681,5.648123e-7,0.000008568383,0.000005949909,0.000005382048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09488996,"threshold_uncertainty_score":0.2531002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02165154366237933,"score_gpt":0.2038627544079028,"score_spread":0.1822112107455235,"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."}}