{"id":"W4234249447","doi":"10.22215/etd/2008-07895","title":"A study on the unsteady aerodynamic forces around an Ahmed reference model","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Aerodynamics; Humanities; Computer science; Art; Engineering; Aerospace engineering","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":[0.0002883936,0.000529995,0.0004246933,0.0002481927,0.0002842973,0.000168033,0.0009025552,0.0003470773,0.00003870986],"category_scores_gemma":[0.00002557051,0.00037676,0.0001016429,0.0002887859,0.00004896477,0.0001511477,0.00003782409,0.001106863,0.00009218435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002522769,"about_ca_system_score_gemma":0.0001286409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000194793,"about_ca_topic_score_gemma":0.02168081,"domain_scores_codex":[0.9976179,0.00007536276,0.0004333241,0.0005433621,0.000793874,0.0005361996],"domain_scores_gemma":[0.9985451,0.0001097535,0.00006058805,0.0009919669,0.0001537544,0.0001388757],"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":[0.0001505199,0.0006676905,0.0002419861,0.0001482886,0.0004605224,0.00006518132,0.005310374,0.9463037,0.004733601,0.03917858,0.0007297565,0.002009823],"study_design_scores_gemma":[0.0002276842,0.000226674,0.005096703,0.00003298938,0.00002757848,0.000002383447,0.006352705,0.986779,0.00001133702,0.0007800387,0.00001209723,0.0004508521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896927,0.00005376007,0.0006805248,0.00001152537,0.0002286299,0.00100791,0.00005258085,0.0003015041,0.1079709],"genre_scores_gemma":[0.977439,0.0003697174,0.00008875946,0.00002125068,0.00005006977,0.0002439802,0.001193533,0.0001614551,0.02043217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08774641,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05152952649747586,"score_gpt":0.3082280168863061,"score_spread":0.2566984903888302,"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."}}