{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005960225,0.0002825227,0.0003263986,0.0002100571,0.00008660318,0.000045251,0.0003293154,0.0003154677,0.00004546596],"category_scores_gemma":[0.00008246025,0.0002464605,0.00005007341,0.0005576715,0.00007438538,0.0001206742,0.00008626679,0.001407855,0.00004431754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007840513,"about_ca_system_score_gemma":0.0001093807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001149877,"about_ca_topic_score_gemma":0.000006910363,"domain_scores_codex":[0.9976866,0.00002477347,0.0003754051,0.0003314376,0.0005874754,0.0009943604],"domain_scores_gemma":[0.9991132,0.0001191301,0.00001285586,0.0004131836,0.0000910064,0.0002506271],"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":[0.00002671798,0.00002100391,0.0005545323,0.0003193951,0.00004433692,0.000412804,0.0001738259,0.6530375,0.3450052,0.00002193999,0.0003301196,0.00005257939],"study_design_scores_gemma":[0.001549664,0.00003846347,0.0001731939,0.0004112278,0.000008467842,0.0001999516,0.0001474595,0.8267289,0.1683284,0.000002530835,0.001915771,0.0004958931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964508,0.00007186933,0.0002183299,0.00003661671,0.0001905898,0.0002578043,0.00001552393,0.0003386111,0.002419785],"genre_scores_gemma":[0.9985866,0.00002084617,0.00008586372,0.000001674019,0.0003662597,0.00007627378,0.00004274649,0.0001118935,0.0007078444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1766768,"threshold_uncertainty_score":0.9999987,"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."}}