{"id":"W2979914303","doi":"10.1080/10168664.2019.1639480","title":"IABSE Task Group 3.1 Benchmark Results. Part 1: Numerical Analysis of a Two-Degree-of-Freedom Bridge Deck Section Based on Analytical Aerodynamics","year":2019,"lang":"en","type":"article","venue":"Structural Engineering International","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Aerodynamics; Structural engineering; Bridge (graph theory); Section (typography); Group (periodic table); Engineering; Benchmark (surveying); Deck; Degree (music); Degrees of freedom (physics and chemistry); Bridge deck; Computer science; Aerospace engineering; Geology; Physics","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":[0.00015424,0.0003315417,0.0005732282,0.001022694,0.00002227933,0.00003525558,0.0003504427,0.0001305646,0.0003534454],"category_scores_gemma":[0.0001258277,0.0003216549,0.0004562572,0.001351008,0.00004098037,0.0001664546,0.00003585375,0.0003187398,0.000006376469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002134756,"about_ca_system_score_gemma":0.00001670126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000999398,"about_ca_topic_score_gemma":0.00001592768,"domain_scores_codex":[0.9979647,0.00002008811,0.0007724037,0.0003594344,0.0006050996,0.0002782778],"domain_scores_gemma":[0.9989772,0.0001825534,0.0001419804,0.0004298162,0.0001494252,0.0001190573],"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":[0.00006536556,0.000007943092,0.003413039,0.00004168791,0.001167268,0.00000173945,0.00002961322,0.9891217,0.003264035,0.002137762,0.00006960766,0.000680186],"study_design_scores_gemma":[0.0007244831,0.00005906111,0.1612864,0.00003867397,0.0002696766,0.000004011988,0.000005927785,0.8369295,0.0001982373,0.000009065457,0.0002160505,0.0002589325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8847768,0.00002199055,0.1106663,0.00007531581,0.00258347,0.0001529979,0.0004680271,0.0002933838,0.0009617592],"genre_scores_gemma":[0.995066,0.000004864582,0.003764662,0.00001244408,0.0002408323,0.000006765681,0.0008336052,0.00003990948,0.00003095459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1578733,"threshold_uncertainty_score":0.9999235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009635056737279622,"score_gpt":0.2345722433962867,"score_spread":0.2249371866590071,"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."}}