{"id":"W2258296455","doi":"10.4271/2009-01-1531","title":"Prediction of the Low-Reynolds Number Flows around the Airfoil and Bluff Body Components of an Automotive Cooling Fan Module","year":2009,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Western University","funders":"","keywords":"Bluff; Reynolds number; Airfoil; Aerodynamics; Automotive industry; Mechanics; Physics; Marine engineering; Aerospace engineering; Engineering; Acoustics; 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":[0.000647506,0.0004736239,0.0006373304,0.0001005255,0.0003073485,0.00006543023,0.0009861393,0.0005248658,0.00004160473],"category_scores_gemma":[0.0002160622,0.0003220435,0.000268958,0.000624667,0.001020246,0.0003261846,0.0002929594,0.001173958,0.000006523231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208604,"about_ca_system_score_gemma":0.00004239953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006241838,"about_ca_topic_score_gemma":0.01246906,"domain_scores_codex":[0.9969209,0.0001498397,0.0008627463,0.0005651575,0.0008948902,0.0006064408],"domain_scores_gemma":[0.9980519,0.0002223978,0.0001387377,0.001221229,0.0001639288,0.0002017945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001317775,0.0002749242,0.0003430896,0.00005851189,0.00005651862,0.00000513581,0.0000598025,0.002517855,0.9891615,0.005874875,0.0001027819,0.001413225],"study_design_scores_gemma":[0.0005067735,0.0005383558,0.994736,0.0001971958,0.00005479651,0.00004022771,0.00008568913,0.000946282,0.0003998812,0.001896397,0.0003174678,0.0002809088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991066,0.0001229527,0.000007967892,0.0007825673,0.0001617389,0.0007432767,0.0001700995,0.0006239678,0.006321415],"genre_scores_gemma":[0.9985695,0.0003200408,0.0006122557,0.0001778225,0.00007837468,0.00005359032,0.00004766154,0.00007453052,0.00006623966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9943929,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034684818969918,"score_gpt":0.2362633892901879,"score_spread":0.2259165411004888,"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."}}