{"id":"W2071821366","doi":"10.2202/1542-6580.1217","title":"Mixing Characteristics of an Axial-Flow Rotor: Experimental and Numerical Study","year":2005,"lang":"en","type":"article","venue":"International Journal of Chemical Reactor Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Jonquière; Université du Québec à Chicoutimi; Université de Sherbrooke","funders":"","keywords":"Impeller; Mechanics; Coalescence (physics); Turbulence; Computational fluid dynamics; Bubble; Fluent; Vortex; Water model; Materials science; Mixing (physics); Flow (mathematics); Eulerian path; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000118604,0.0001386492,0.0002422782,0.0001246747,0.000003204221,0.00003781357,0.0002252013,0.00005259126,0.0000163411],"category_scores_gemma":[0.00007716555,0.0001386888,0.0000674865,0.00004326434,0.00001235449,0.00028707,0.00004303953,0.0002248507,7.969575e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001393194,"about_ca_system_score_gemma":0.00001149337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002733025,"about_ca_topic_score_gemma":8.797972e-8,"domain_scores_codex":[0.9989594,0.000005713785,0.0004860717,0.00008776799,0.0003296932,0.00013139],"domain_scores_gemma":[0.9995397,0.00005871469,0.00009153355,0.00007665307,0.0001047376,0.000128648],"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":[0.00002809689,0.0001712707,0.0005249305,0.000009868006,0.0001267498,0.00002991121,0.0004616893,0.002715429,0.9855181,0.00003931584,0.000008217759,0.01036643],"study_design_scores_gemma":[0.0007769025,0.0001118243,0.001904943,0.00008499481,0.00002075738,0.0001641223,0.00006444617,0.5466517,0.449411,0.000004174499,0.0006148082,0.0001903844],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909015,0.0001569655,0.008257266,0.00001526718,0.0005217264,0.00005476554,0.000007504017,0.00003214932,0.00005285244],"genre_scores_gemma":[0.992754,0.000009085821,0.006552813,0.000007156332,0.0006383611,0.000002410563,0.000004407902,0.00003105051,7.33081e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5439363,"threshold_uncertainty_score":0.5655566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005398572181139688,"score_gpt":0.2316742288762623,"score_spread":0.2262756566951226,"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."}}