{"id":"W2035346836","doi":"10.1002/cjce.5450840304","title":"Design Considerations for Plate and Frame Ultrafiltration Modules by Computational Fluid Dynamics Analysis","year":2006,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Distributor; Pressure drop; Bernoulli's principle; Mechanics; Computational fluid dynamics; Flow (mathematics); Inlet; Fluid dynamics; Mathematics; Engineering; Mechanical engineering; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000478248,0.0005520617,0.0004916562,0.0002515851,0.0004135906,0.0005706613,0.000805672,0.00054742,0.001216039],"category_scores_gemma":[0.0006623609,0.0003178413,0.0005008614,0.0001584776,0.0002196665,0.0004216862,0.0002826583,0.0003852647,0.0003259702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007450706,"about_ca_system_score_gemma":0.0009417685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002844953,"about_ca_topic_score_gemma":0.003331224,"domain_scores_codex":[0.999823,0.00003702136,0.000008171464,0.00002617443,0.00008001337,0.00002564234],"domain_scores_gemma":[0.9997844,0.00008403722,0.00002814771,0.00001989347,0.00006940695,0.00001415383],"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":[0.0002471461,0.000150555,0.002530131,0.0003560373,0.00003358659,0.0001860365,0.00009368822,0.6655293,0.282892,0.003086842,0.0008546618,0.04404008],"study_design_scores_gemma":[0.00002764688,0.0002100575,0.001460438,0.00001508808,0.00002308999,0.00004236741,0.00002921174,0.9308118,0.06394532,0.0003721152,0.003038751,0.00002415478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5362791,0.0005092083,0.4562022,0.0003981045,0.00006275444,0.0003136929,0.0003212728,0.001071245,0.004842295],"genre_scores_gemma":[0.8384545,0.0002781847,0.1581951,0.00004786001,0.00001170343,0.0002943071,0.0001776048,0.00008500255,0.002455859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002844953,"threshold_uncertainty_score":0.005656719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007340129298719134,"score_gpt":0.1821328318870535,"score_spread":0.1747927025883344,"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."}}