{"id":"W2071892118","doi":"10.1002/cjce.20494","title":"Micromixing in two‐phase (G‐L and S‐L) systems in a stirred vessel","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Micromixing; Rushton turbine; Impeller; Dissipation; Mechanics; Chemistry; Turbulence; Materials science; Thermodynamics; Analytical Chemistry (journal); Chromatography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000455749,0.0002818349,0.0004118927,0.0001726532,0.0002736384,0.0004746214,0.0002309722,0.0003043715,0.0007747706],"category_scores_gemma":[0.0004307195,0.0001703228,0.0002724363,0.00023548,0.0003086881,0.0003981689,0.0003379603,0.0007127984,0.0002184099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004845684,"about_ca_system_score_gemma":0.0004059045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001887818,"about_ca_topic_score_gemma":0.002487441,"domain_scores_codex":[0.9997091,0.0000513267,0.00001939155,0.00007990649,0.00006935488,0.00007085469],"domain_scores_gemma":[0.9997656,0.0001055443,0.00006322626,0.00001844935,0.00002166495,0.00002540692],"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":[0.00005631369,0.00001699472,0.0001984951,0.00003631501,0.000004306344,0.00002675994,0.00004902922,0.0004759886,0.9973722,0.0001028694,0.00001720974,0.001643522],"study_design_scores_gemma":[0.00001655939,0.0004052068,0.001145819,0.000002271003,0.00000637722,0.00002247556,0.0000280043,0.004293855,0.9934886,0.00004019856,0.0005432257,0.000007434468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915058,0.0003866524,0.007219158,0.00005666636,0.0000119869,0.0000333475,0.00005225744,0.00008171014,0.0006524856],"genre_scores_gemma":[0.9888621,0.0003137338,0.009720949,0.00001934954,0.000009557019,0.00002511672,0.00007472177,0.00001771779,0.0009567059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001887818,"threshold_uncertainty_score":0.003753603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464253520855597,"score_gpt":0.2102787120117037,"score_spread":0.1956361768031477,"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."}}