{"id":"W1982172268","doi":"10.1021/ie048761o","title":"Mixing Times in Coaxial Mixers with Newtonian and Non-Newtonian Fluids","year":2005,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Impeller; Rushton turbine; Non-Newtonian fluid; Newtonian fluid; Mechanics; Mixing (physics); Shear thinning; Coaxial; Slip factor; Turbine; Physics; Agitator; Materials science; Thermodynamics; Rheology; Mechanical engineering; Engineering","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":[0.001352578,0.0006026883,0.0005560218,0.0004906773,0.0004360797,0.0005757597,0.0003432411,0.0004365649,0.0009193877],"category_scores_gemma":[0.002731614,0.0002408761,0.0002971941,0.001065297,0.0004300388,0.0006698814,0.0003007267,0.0008470224,0.0003242352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004650629,"about_ca_system_score_gemma":0.0004305723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008407392,"about_ca_topic_score_gemma":0.000885737,"domain_scores_codex":[0.9992414,0.0001757232,0.00008857549,0.0001516436,0.0002327102,0.0001098905],"domain_scores_gemma":[0.997861,0.0009952448,0.0005395411,0.0001257508,0.0003205863,0.0001578379],"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":[0.001242492,0.00006916912,0.0005670353,0.00008257557,0.00001164191,0.00002198887,0.0001448377,0.0002116985,0.994257,0.0002064894,0.00003298236,0.003152163],"study_design_scores_gemma":[0.0000361813,0.0006654388,0.001673575,0.000005040337,0.00002876515,0.00002274031,0.00003232759,0.001667353,0.9951999,0.00005984307,0.0005962839,0.00001261699],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873365,0.0009155342,0.01033034,0.00006984117,0.00004984136,0.00009715748,0.0001976075,0.0001025263,0.0009009252],"genre_scores_gemma":[0.9678252,0.001471148,0.0267702,0.00007067252,0.00008904736,0.0002414255,0.0005684638,0.00009719744,0.002866748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001352578,"threshold_uncertainty_score":0.007153213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02123812817052631,"score_gpt":0.2550576351683864,"score_spread":0.2338195069978601,"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."}}