{"id":"W2368558112","doi":"","title":"Structure design and numerical simulation of novel supersonic swirling separator","year":2010,"lang":"en","type":"article","venue":"Zhongguo Shiyou Daxue xuebao. Ziran kexue ban","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Separator (oil production); Nozzle; Supersonic speed; Mechanics; Shock wave; Overall pressure ratio; Diffuser (optics); Mach number; Materials science; Choked flow; Mechanical engineering; Engineering; Physics; Gas compressor; Thermodynamics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002883542,0.0003645719,0.0004395906,0.0001786264,0.0001188874,0.00008715241,0.0003225359,0.0003133714,0.00008710316],"category_scores_gemma":[0.0001712433,0.0003898303,0.00008936539,0.0004213446,0.000136824,0.0003732782,0.00006462102,0.0006546971,0.00001442731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000617023,"about_ca_system_score_gemma":0.00004957922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002143597,"about_ca_topic_score_gemma":0.00003872037,"domain_scores_codex":[0.9982018,0.00004680173,0.0005018578,0.0004135,0.0003192345,0.0005167854],"domain_scores_gemma":[0.9987602,0.0002971851,0.00007232119,0.0005651391,0.00008288841,0.0002222909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002371487,0.00003579062,0.001385028,0.00005962252,0.00004710931,0.00000474536,0.0006550794,0.6053348,0.390904,0.0005841273,0.00003398325,0.0009319793],"study_design_scores_gemma":[0.000956091,0.00005061064,0.003242326,0.00002912976,0.00004914113,0.00002293185,0.00005123367,0.9716089,0.02307163,0.0001249987,0.0003895804,0.0004033861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8467212,0.000109063,0.1516027,0.00002240919,0.0006752433,0.0003494435,0.00009444227,0.0002560373,0.0001695581],"genre_scores_gemma":[0.9766718,0.00000593378,0.02290858,0.00002542902,0.0002117818,0.00001315996,0.00002539214,0.0001067078,0.00003127983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3678324,"threshold_uncertainty_score":0.9998553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01508745887172478,"score_gpt":0.2443005095389731,"score_spread":0.2292130506672483,"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."}}