{"id":"W4295298579","doi":"10.1080/10168664.2022.2104188","title":"IABSE Task Group 3.1 Benchmark Results. Numerical Full Bridge Stability and Buffeting Simulations","year":2022,"lang":"en","type":"article","venue":"Structural Engineering International","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Aeroelasticity; Flutter; Aerodynamics; Structural engineering; Wind speed; Stability (learning theory); Benchmark (surveying); Aerodynamic force; Engineering; Computer science; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01309715,0.00259567,0.001612333,0.002264924,0.001671187,0.002245741,0.003458015,0.003782179,0.005883433],"category_scores_gemma":[0.0236049,0.0006253553,0.002126639,0.001981818,0.000731427,0.001192972,0.003002858,0.001635542,0.005405177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140822,"about_ca_system_score_gemma":0.003117236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005859708,"about_ca_topic_score_gemma":0.003409437,"domain_scores_codex":[0.993393,0.001925972,0.0005390396,0.000482418,0.003009641,0.0006498488],"domain_scores_gemma":[0.9812649,0.003646079,0.0008513022,0.003456065,0.009880489,0.0009010622],"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":[0.002757786,0.003015005,0.01481159,0.00326403,0.0004130612,0.000429427,0.0004271124,0.6323856,0.0367554,0.01457554,0.1670804,0.124085],"study_design_scores_gemma":[0.001436696,0.00400063,0.01850765,0.001553355,0.0002328839,0.0004123683,0.0005409634,0.7068173,0.1075083,0.01440584,0.1442555,0.0003284713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2820112,0.004026354,0.4275856,0.003898687,0.002387576,0.008421299,0.115343,0.01735314,0.1389731],"genre_scores_gemma":[0.528079,0.001999022,0.2543809,0.001057001,0.0003359622,0.01257419,0.1801756,0.005286075,0.01611226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01309715,"threshold_uncertainty_score":0.06926519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00639456353903863,"score_gpt":0.2081262765020225,"score_spread":0.2017317129629839,"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."}}