{"id":"W4415292529","doi":"10.2749/ghent.2025.2111","title":"IABSE TG3.1 final analysis: Comparison between full-scale measurements and numerical simulations of a long-span bridge during a non-synoptic event","year":2025,"lang":"en","type":"article","venue":"Report","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Bridge (graph theory); Storm; Thunderstorm; Aeroelasticity; Wind tunnel; Wind speed; Event (particle physics); Computer simulation","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":[],"consensus_categories":[],"category_scores_codex":[0.0002249077,0.0001428628,0.0004421408,0.0002437614,0.00006898132,0.0000157582,0.0001459474,0.00007838473,0.000005029036],"category_scores_gemma":[0.00005342096,0.0001511181,0.00006888695,0.0005823899,0.00002398664,0.00007480259,0.00009634794,0.0001614779,6.311046e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486689,"about_ca_system_score_gemma":0.00004006427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001819189,"about_ca_topic_score_gemma":0.00003898933,"domain_scores_codex":[0.9985422,0.00002100704,0.0006836259,0.0002614144,0.0002760055,0.000215699],"domain_scores_gemma":[0.9991141,0.00005183728,0.0001319042,0.0005376054,0.00008194094,0.00008260334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007898376,0.00001585605,0.9596347,0.0002364711,0.0003438558,0.00001704683,0.00007460732,0.03690728,0.0006178414,2.879375e-7,0.00003511663,0.002109051],"study_design_scores_gemma":[0.0001362636,0.00001874935,0.9158893,0.0001054848,0.000382588,0.00001401805,0.000005497872,0.07964626,0.003661699,0.00001583101,0.00001778275,0.0001065045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478979,0.0001449487,0.05130058,0.00002336297,0.0001160128,0.0002214468,0.00001028749,0.0001984638,0.00008700908],"genre_scores_gemma":[0.9967974,0.000005013676,0.003040111,0.00000159728,0.00006527285,0.00001315553,0.0000333852,0.00001401524,0.000029994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04889956,"threshold_uncertainty_score":0.6162419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05288417547493744,"score_gpt":0.359147355373171,"score_spread":0.3062631798982335,"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."}}