{"id":"W4415292638","doi":"10.2749/ghent.2025.0911","title":"Ferreirinha Bridge – Aerodynamic Optimization and Verification","year":2025,"lang":"","type":"article","venue":"Report","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Bridge (graph theory); Aerodynamics; Span (engineering); Elevation (ballistics); Pedestrian; Process (computing)","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":[0.0009357562,0.0006162123,0.0006425483,0.0003845107,0.0005255275,0.0004744421,0.0006181924,0.0009503921,0.005493978],"category_scores_gemma":[0.001319273,0.0002241311,0.0007241626,0.0001979349,0.0004045464,0.0002992407,0.0005609681,0.0006956321,0.0006543034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004319581,"about_ca_system_score_gemma":0.001204939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080614,"about_ca_topic_score_gemma":0.00859093,"domain_scores_codex":[0.9997033,0.0000643568,0.000009105001,0.00002855563,0.0001205331,0.00007412893],"domain_scores_gemma":[0.999474,0.0002399626,0.00004142377,0.00004788891,0.0001685407,0.00002814576],"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":[0.000108675,0.0001458408,0.002328069,0.0001920899,0.00002715377,0.0001985808,0.00005922558,0.9681889,0.006754581,0.003677574,0.002922544,0.01539668],"study_design_scores_gemma":[0.00005080818,0.0001261327,0.002043889,0.00002863127,0.000007379738,0.00003065396,0.00007568232,0.9907052,0.002319273,0.0006626672,0.003939081,0.00001062184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7265749,0.001189768,0.1103083,0.001561292,0.0003008856,0.0004237698,0.0022196,0.0006959821,0.1567255],"genre_scores_gemma":[0.9633971,0.0001527116,0.02387724,0.0001250642,0.00002611829,0.00021756,0.0007891361,0.00008689434,0.01132823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01080614,"threshold_uncertainty_score":0.02148646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134192269995061,"score_gpt":0.2783295174964369,"score_spread":0.2669875947964863,"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."}}