{"id":"W2084963021","doi":"10.1002/cjce.20587","title":"Characteristics of batch rotor–stator mixer performance elucidated by shaft torque and angle resolved PIV measurements","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Aalborg Universitet; U.S. Department of Energy","keywords":"Stator; Rotor (electric); Impeller; Turbulence; Torque; Mechanics; Flow (mathematics); Materials science; Reynolds number; Physics; Mechanical engineering; Engineering; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002291097,0.0001325313,0.0002097887,0.00007941067,0.00002898313,0.0000205072,0.0002055016,0.00007234525,0.0000272316],"category_scores_gemma":[0.00005650239,0.0001138869,0.00004103286,0.0000941948,0.00004084162,0.0001019673,0.00001162765,0.0002568334,8.85365e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250744,"about_ca_system_score_gemma":0.00006861474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003164001,"about_ca_topic_score_gemma":0.00004537955,"domain_scores_codex":[0.9992079,0.000005646158,0.0003329794,0.00006229418,0.0001343336,0.0002568513],"domain_scores_gemma":[0.9994103,0.0000181497,0.00006151773,0.0001247956,0.00009169984,0.0002935876],"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":[0.00002267979,0.00001027353,0.005069661,0.0001946208,0.0001577687,0.00001525817,0.001048947,0.001489375,0.9898325,0.0000506499,0.0007246607,0.001383642],"study_design_scores_gemma":[0.0008474621,0.00009752746,0.01172236,0.0005070217,0.000104054,0.0001163286,0.00002438916,0.1471724,0.8370726,0.00002180162,0.001782212,0.0005318642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983469,0.0004416569,0.0007650107,0.00001573728,0.0002073477,0.00006144915,0.00001977014,0.00001387075,0.0001282553],"genre_scores_gemma":[0.9991869,0.00002244279,0.0006699509,0.00001401228,0.00005880928,0.000002031109,0.000003549942,0.00003265149,0.000009707843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1527599,"threshold_uncertainty_score":0.4644172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149766666616327,"score_gpt":0.160600565166392,"score_spread":0.1491028985002287,"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."}}