{"id":"W4383558604","doi":"10.3233/brs-230210","title":"Buffeting response analysis – the stack state-space approach","year":2023,"lang":"en","type":"article","venue":"Bridge Structures","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rowan Williams Davies & Irwin (Canada)","funders":"","keywords":"Aeroelasticity; Aerodynamics; Structural engineering; Engineering; Bridge (graph theory); Aerodynamic force; State space; Deck; Stack (abstract data type); Computer science; Aerospace engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004977058,0.0001470292,0.000167144,0.00006658499,0.0004367478,0.00006553036,0.000302565,0.00002965554,0.0002895132],"category_scores_gemma":[0.0001347518,0.00008979355,0.0001252796,0.001378007,0.0002242043,0.00006906028,0.000340256,0.0001241338,0.0001832931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003601502,"about_ca_system_score_gemma":0.000006440965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003201232,"about_ca_topic_score_gemma":0.00007349016,"domain_scores_codex":[0.9986668,0.0001657836,0.0001418988,0.0003219456,0.0003540657,0.0003495297],"domain_scores_gemma":[0.9993677,0.0001856651,0.00005849423,0.0003266683,0.00000588173,0.00005563589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004908519,0.00004402407,0.4668158,0.00002790234,0.001140786,0.00006891564,0.01523528,0.2576456,0.01101431,0.0003892073,0.2282366,0.01889075],"study_design_scores_gemma":[0.00009549301,0.00001383601,0.9838326,0.000001101797,0.00007894561,0.000002025703,0.0004635013,0.002245022,0.0004354332,0.0004801005,0.012218,0.0001339739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938954,0.00006411113,0.000260032,0.001084192,0.00007464256,0.0001274699,0.00003442513,0.0001257056,0.004333999],"genre_scores_gemma":[0.9963759,0.00001951272,0.000304234,0.0001739604,0.00005988993,0.00001159294,0.00001269074,0.00001242534,0.003029789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5170168,"threshold_uncertainty_score":0.3661675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01561244583726,"score_gpt":0.2474554675077317,"score_spread":0.2318430216704717,"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."}}