{"id":"W2108404385","doi":"10.1115/imece2008-69048","title":"Numerical Analysis of Sub-Millimeter-Scale Microturbomachinery Aerothermodynamics","year":2008,"lang":"en","type":"article","venue":"Volume 10: Heat Transfer, Fluid Flows, and Thermal Systems, Parts A, B, and C","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Reynolds number; Computational fluid dynamics; Mechanics; Heat transfer; Mach number; Turbomachinery; Physics; Turbulence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001715153,0.0003657306,0.0007674447,0.0002572807,0.0002057023,0.00004641624,0.000119221,0.0001960078,0.00008555947],"category_scores_gemma":[0.000001922766,0.0003217233,0.0001842798,0.000424735,0.0001188484,0.0002535548,0.00001132125,0.0001575519,0.00000859577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000295753,"about_ca_system_score_gemma":0.00001537103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004962361,"about_ca_topic_score_gemma":0.00009295297,"domain_scores_codex":[0.9983428,0.00007855085,0.0005925069,0.0003432812,0.000223225,0.000419664],"domain_scores_gemma":[0.9994317,0.00003490003,0.00001457593,0.0002717202,0.00004916756,0.0001979657],"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":[0.0002244222,0.0002111127,0.09263933,0.0008208633,0.001869608,0.00002865357,0.003287772,0.8319173,0.06434725,0.00007448081,0.0004780958,0.00410111],"study_design_scores_gemma":[0.0006549564,0.0001109896,0.05756401,0.00003901032,0.000436525,0.00004870671,0.00004205577,0.9384668,0.001244027,8.7701e-7,0.0009869527,0.0004050306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732282,0.009151721,0.01606524,0.00001207343,0.0002680152,0.0003480455,0.0001433176,0.0001586242,0.0006247968],"genre_scores_gemma":[0.9961244,0.003247428,0.0000566896,0.00002635048,0.0001454669,0.00005480379,0.000126484,0.00005839851,0.0001599639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1065496,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006675195418318548,"score_gpt":0.1750752727293988,"score_spread":0.1684000773110803,"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."}}