{"id":"W3172471259","doi":"10.1016/j.cep.2021.108463","title":"Experiments and CFD simulation of accessories used in stirred pulp-mixing process","year":2021,"lang":"en","type":"article","venue":"Chemical Engineering and Processing - Process Intensification","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Huo Yingdong Education Foundation","keywords":"Baffle; Computational fluid dynamics; Mechanics; Turbulence; Draft tube; Mixing (physics); Turbulence kinetic energy; Materials science; Vortex; Mechanical engineering; Environmental science; Engineering; 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":[0.000106748,0.0001239095,0.0001683463,0.00005341701,0.00004042473,0.00005478359,0.00006588415,0.00008372442,0.00002580506],"category_scores_gemma":[0.0003421344,0.000126882,0.00001212641,0.0003435281,0.00007443444,0.0004003583,0.00003130561,0.0001048171,7.134215e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003205807,"about_ca_system_score_gemma":0.00001817642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007343169,"about_ca_topic_score_gemma":0.000001266906,"domain_scores_codex":[0.9990853,0.00001059367,0.0003065235,0.000295606,0.000174779,0.0001272011],"domain_scores_gemma":[0.99961,0.00004353693,0.0001055244,0.00008462916,0.0001026125,0.00005370769],"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":[0.00002981933,0.00007555193,0.007670604,0.0005286842,0.000004786647,0.000001719058,0.006189271,0.02562022,0.9455206,0.00004533958,0.00001185831,0.01430158],"study_design_scores_gemma":[0.0001838574,0.000008011859,0.001707511,0.0001262876,0.000005319743,0.000004584074,0.0003990734,0.3557686,0.6413186,0.0002990369,0.00004982537,0.0001292881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893649,0.0002867921,0.009872369,0.0001290933,0.00001791006,0.0001046177,0.000001200522,0.00007825352,0.0001449197],"genre_scores_gemma":[0.9980009,0.00001594418,0.001814703,0.00003862891,0.0000121309,0.00004029187,0.00002437884,0.00001349249,0.0000395219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3301484,"threshold_uncertainty_score":0.5174098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02774481393196683,"score_gpt":0.3142638463374093,"score_spread":0.2865190324054425,"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."}}