{"id":"W2029947375","doi":"10.1016/j.ces.2005.12.022","title":"Gas/liquid dispersions with a SMX static mixer in the laminar regime","year":2006,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Static mixer; Laminar flow; Dispersion (optics); Newtonian fluid; Viscosity; Mechanics; Volume (thermodynamics); Capillary action; Chemistry; Non-Newtonian fluid; Volume fraction; Materials science; Chromatography; Thermodynamics; Analytical Chemistry (journal); Physics; Composite material; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001936703,0.000124445,0.00009803707,0.00009439735,0.0000417423,0.00005264186,0.0003669648,0.00002980109,0.000003784575],"category_scores_gemma":[0.00003801498,0.00008813567,0.00002180419,0.0007481826,0.000127338,0.000137805,0.00002947481,0.000180954,0.000006563239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009736281,"about_ca_system_score_gemma":0.00002065609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000019756,"about_ca_topic_score_gemma":0.000002698015,"domain_scores_codex":[0.9990683,0.0000024457,0.0001244973,0.0001798273,0.0002460319,0.0003788923],"domain_scores_gemma":[0.9996355,0.00006118658,0.000008450502,0.0002253591,0.00001780588,0.00005173621],"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":[0.00000334957,0.00002009859,0.00004906746,0.00003974698,0.000002044711,0.00002196456,0.0002976751,0.2773093,0.7182602,0.00373579,0.0001725982,0.00008808128],"study_design_scores_gemma":[0.0001991882,0.00002878651,0.0005123669,0.0001022753,0.000006128172,0.00003888243,0.00006747495,0.9499214,0.04823781,0.00006064029,0.0005728508,0.00025221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861786,0.00008650446,0.0121086,0.0001217146,0.0000699126,0.00008568533,0.000002028849,0.0001275286,0.001219408],"genre_scores_gemma":[0.996278,0.000004315893,0.003600201,0.00002130833,0.00003708025,0.00001752297,0.000002651228,0.00001753984,0.00002133914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6726121,"threshold_uncertainty_score":0.3594068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002835553596250511,"score_gpt":0.1695186483689121,"score_spread":0.1666830947726616,"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."}}