{"id":"W2013732024","doi":"10.1021/ie801407y","title":"Hydrodynamics in Sulzer SMX Static Mixer with Air/Water System","year":2008,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Laminar flow; Static mixer; Péclet number; Mass transfer; Mechanics; Laminar flow reactor; Reynolds number; Mass transfer coefficient; Plug flow; Mixing (physics); Superficial velocity; Chemistry; Turbulence; Flow (mathematics); Thermodynamics; Volumetric flow rate; Open-channel flow; Materials science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002370304,0.0003049306,0.0004571289,0.0001914928,0.0002872988,0.0005107647,0.0002150538,0.0002801178,0.00111379],"category_scores_gemma":[0.0001608644,0.0001256174,0.0002210344,0.0002021605,0.0002591162,0.0002597708,0.0002619103,0.0003206774,0.0003177571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174603,"about_ca_system_score_gemma":0.0003263804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006570857,"about_ca_topic_score_gemma":0.0005610323,"domain_scores_codex":[0.9998592,0.00002258487,0.000008420022,0.00003785133,0.00004624984,0.00002560145],"domain_scores_gemma":[0.999927,0.00001689629,0.00002091318,0.000005487249,0.00001410991,0.00001560756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002005071,0.00004147603,0.001588524,0.00008177671,0.000008701197,0.00008282388,0.00005459351,0.002799897,0.9873191,0.001127588,0.0001876943,0.006507298],"study_design_scores_gemma":[0.00006644643,0.0008045757,0.007523819,0.00001112471,0.00002590309,0.0001625505,0.00009089602,0.05906359,0.9258739,0.0002513801,0.006101435,0.00002437784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792506,0.0006350001,0.0168812,0.00008541939,0.00003617098,0.00004552061,0.0001264821,0.0002081447,0.002731466],"genre_scores_gemma":[0.9842175,0.000372494,0.0111859,0.00004988246,0.0000202338,0.00004445053,0.0003068435,0.00001916366,0.003783569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00111379,"threshold_uncertainty_score":0.003726065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03739366412062792,"score_gpt":0.2355063465272718,"score_spread":0.1981126824066438,"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."}}