{"id":"W4245227224","doi":"10.2172/878630","title":"May 2005 Working Group Meeting on Heavy Vehicle Aerodynamic Drag: Presentation, Summary of Comments and Conclusions","year":2005,"lang":"en","type":"report","venue":"","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Fiscal year; Working group; Government (linguistics); National laboratory; Aeronautics; Work (physics); Aerodynamics; Engineering; Operations research; Engineering management; Public relations; Political science; Business; Operations management; Finance; Aerospace engineering; Mechanical engineering; Medicine","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":[0.0009622581,0.0004647623,0.0006851396,0.0004063342,0.000212894,0.00009167177,0.0003667338,0.0004343464,0.0001384119],"category_scores_gemma":[0.00007981693,0.0004672355,0.0001499245,0.0002663093,0.0001536568,0.0001070726,0.0004141887,0.0008473093,0.00001154556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006712814,"about_ca_system_score_gemma":0.000155013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009269992,"about_ca_topic_score_gemma":0.003933971,"domain_scores_codex":[0.9967319,0.00008368996,0.0008674489,0.0004923014,0.00116043,0.0006642455],"domain_scores_gemma":[0.9985315,0.0003427539,0.0001676002,0.0005348216,0.0001972274,0.0002260826],"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":[0.0003811797,0.001589509,0.0715921,0.006863235,0.004084873,0.0002790788,0.001566349,0.3814597,0.04989551,0.01087915,0.2123706,0.2590387],"study_design_scores_gemma":[0.0009405142,0.0001209715,0.0203544,0.001807524,0.0001048174,0.00002311176,0.0002099021,0.9424482,0.00007339095,0.00009477531,0.03285462,0.0009677998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2709306,0.00992911,0.002534985,0.0008760636,0.002170695,0.00234754,0.0005117098,0.0007291784,0.7099701],"genre_scores_gemma":[0.9656616,0.02063989,0.001440162,0.00005839272,0.0003650099,0.00005351299,0.0007616129,0.0002175867,0.01080224],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6991679,"threshold_uncertainty_score":0.9997779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02527058531364632,"score_gpt":0.2962844211522898,"score_spread":0.2710138358386434,"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."}}