{"id":"W4244253073","doi":"10.1115/gt2012-68647","title":"Prediction of De-Swirled Radial Inflow in Rotating Cavities With Hysteresis","year":2012,"lang":"en","type":"article","venue":"Volume 4: Heat Transfer, Parts A and B","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rolls-Royce (Canada)","funders":"","keywords":"Mechanics; Windage; Inflow; Steady state (chemistry); Vortex; Nozzle; Turbomachinery; Flow (mathematics); Physics; Pressure drop; Transient (computer programming); Pressure gradient; Materials science; Classical mechanics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004174777,0.0003300546,0.0004772573,0.0003369731,0.0002568403,0.0006525854,0.000457706,0.0009457659,0.0006717466],"category_scores_gemma":[0.001226909,0.0003034897,0.0004465686,0.0001321682,0.0004349337,0.0003638529,0.0003262167,0.0003647262,0.0001441679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005893355,"about_ca_system_score_gemma":0.000744721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004594003,"about_ca_topic_score_gemma":0.002382822,"domain_scores_codex":[0.999911,0.00001715506,0.00000462183,0.00002052281,0.00001901177,0.00002780791],"domain_scores_gemma":[0.9994929,0.0002469452,0.00009799588,0.00003834351,0.00007546998,0.00004850186],"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":[0.00007207754,0.00006913897,0.004749262,0.00004361654,0.000007473476,0.0001628185,0.00005538258,0.9750326,0.01655662,0.0005933216,0.0001402687,0.002517487],"study_design_scores_gemma":[0.000005506744,0.00003142944,0.0006690519,0.000002403686,0.000001431438,0.00001151044,0.000008341248,0.9971718,0.001984701,0.00005725527,0.00005357425,0.000002997676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643984,0.0001062886,0.03331846,0.0000768727,0.00001465074,0.00004317216,0.0001260034,0.0002707909,0.001645467],"genre_scores_gemma":[0.9969108,0.00002670048,0.002573846,0.000007044882,0.000001301938,0.00001669794,0.00004120374,0.00001656725,0.0004058328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004594003,"threshold_uncertainty_score":0.009134531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009666805692242654,"score_gpt":0.1769299977099394,"score_spread":0.1672631920176968,"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."}}