{"id":"W3085056862","doi":"10.2749/nantes.2018.s34-71","title":"Super-Long Span Bridge Aerodynamics: First Results of the Numerical Benchmark Tests from Task Group 10","year":2018,"lang":"en","type":"article","venue":"Report","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Aeroelasticity; Aerodynamics; Benchmark (surveying); Bridge (graph theory); Flutter; Computer science; Stability (learning theory); Span (engineering); Task (project management); Engineering; Structural engineering; Systems engineering; Machine learning; 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":[0.003131351,0.0008280677,0.001014393,0.001200933,0.0006450622,0.001262578,0.001261159,0.001539901,0.005195977],"category_scores_gemma":[0.004563007,0.0002253463,0.0008585721,0.001131982,0.0004753245,0.001020218,0.001235252,0.001014276,0.001955718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006525133,"about_ca_system_score_gemma":0.0007288394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002604535,"about_ca_topic_score_gemma":0.004055455,"domain_scores_codex":[0.9973525,0.0003777936,0.0001659524,0.0002222193,0.001657311,0.0002242502],"domain_scores_gemma":[0.9960395,0.0009204586,0.0002068886,0.0007436085,0.001860147,0.0002294482],"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":[0.0035216,0.005795081,0.03521363,0.001642397,0.0002239368,0.000977954,0.0011141,0.3634027,0.2292549,0.009442885,0.05969239,0.2897185],"study_design_scores_gemma":[0.0004486864,0.01372072,0.1049301,0.0003362475,0.0001032897,0.0006383394,0.001290084,0.513261,0.3123642,0.004053574,0.04855018,0.0003035429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8463997,0.001409575,0.06166107,0.0007601224,0.0007656802,0.0008243209,0.0109842,0.002409578,0.07478575],"genre_scores_gemma":[0.9522926,0.0003998716,0.02653979,0.000148498,0.0000607025,0.0005487247,0.01191549,0.0002884804,0.007805894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005195977,"threshold_uncertainty_score":0.01738226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007310559163576392,"score_gpt":0.2140494375981021,"score_spread":0.2067388784345257,"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."}}