{"id":"W2004847790","doi":"10.1002/cjce.20412","title":"Design and assessment of a novel static mixer","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Baffle; Static mixer; Laminar flow; Mixing (physics); Mechanics; Reynolds number; Pressure drop; Turbulence; Static pressure; Materials science; Mechanical engineering; Acoustics; Engineering; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001767268,0.00007856714,0.0001375237,0.00007123153,0.00001529397,0.00002016774,0.0001346215,0.00005005525,0.0000203093],"category_scores_gemma":[0.00005735425,0.00005780507,0.0000294288,0.00006189141,0.00004021177,0.00004139161,0.000004174667,0.0004216759,1.195926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003217921,"about_ca_system_score_gemma":0.0001285858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001164712,"about_ca_topic_score_gemma":0.0000583072,"domain_scores_codex":[0.9995406,0.000003203236,0.0001841998,0.00003253999,0.00008992342,0.0001494991],"domain_scores_gemma":[0.9995543,0.00008431139,0.00002707365,0.00007951218,0.00003328654,0.0002214664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001035711,0.000001681599,0.00002623449,0.00003927512,0.00004396657,0.000007958431,0.0002589777,0.2760916,0.7219921,0.0005176026,0.0001476481,0.0008719677],"study_design_scores_gemma":[0.0004179607,0.00002180606,0.0006754154,0.00005847371,0.00003565116,0.0002844074,0.000008656637,0.8513327,0.1455237,0.0001617505,0.00132557,0.0001538847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533941,0.0001245343,0.04586856,0.0001379929,0.0002899258,0.00004519942,0.000002854433,0.000008889412,0.0001279297],"genre_scores_gemma":[0.9719403,0.000001515299,0.02795648,0.00001437098,0.0000701132,7.57447e-7,2.220684e-7,0.00001403113,0.000002205423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5764683,"threshold_uncertainty_score":0.2357222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008568607269158058,"score_gpt":0.2050088755413078,"score_spread":0.1964402682721497,"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."}}