{"id":"W2013570469","doi":"10.1002/ceat.200401996","title":"Coaxial Mixer Hydrodynamics with Newtonian and non‐Newtonian Fluids","year":2004,"lang":"en","type":"article","venue":"Chemical Engineering & Technology","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Impeller; Non-Newtonian fluid; Newtonian fluid; Mechanics; Coaxial; Mixing (physics); Power consumption; Rheology; Materials science; Power (physics); Physics; Mechanical engineering; Thermodynamics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003959231,0.0003133113,0.0003056054,0.0002490233,0.00003662772,0.00002944965,0.0002331105,0.0003881737,0.000003973737],"category_scores_gemma":[0.00002370861,0.0003151608,0.00003936694,0.0004118153,0.0001255792,0.00007915014,0.00008925308,0.0005057893,0.00001142465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885721,"about_ca_system_score_gemma":0.00002254759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001321471,"about_ca_topic_score_gemma":0.000005710397,"domain_scores_codex":[0.9988363,9.640049e-7,0.000216969,0.0003146286,0.0001073147,0.0005237941],"domain_scores_gemma":[0.9994808,0.00001482107,0.00001538611,0.0003276689,0.00002526926,0.0001359816],"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":[0.000005404652,0.00001615182,0.0001094104,0.00009808394,0.00005073651,0.00004443835,0.00005819778,0.1851428,0.8108179,0.002451549,0.00001677462,0.001188536],"study_design_scores_gemma":[0.001183143,0.00008158934,0.0001380979,0.0001516248,0.00003306496,0.0002541696,0.00002028352,0.8800408,0.1156758,0.0004470776,0.001361554,0.0006127171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8237027,0.0003251916,0.1738737,0.0002811947,0.0001561704,0.0001259113,0.000005721463,0.00128361,0.0002458258],"genre_scores_gemma":[0.9588227,0.00006091633,0.04087304,0.00001900057,0.00006199314,0.0000305141,0.00001132934,0.0001010168,0.00001946563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.695142,"threshold_uncertainty_score":0.99993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001231607519176183,"score_gpt":0.1447811621455941,"score_spread":0.1435495546264179,"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."}}