{"id":"W4404711554","doi":"10.1063/5.0235093","title":"Spectral modeling on the vortex-induced response of a tapered circular cylinder based on experimental evidence","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Physics; Vortex; Mechanics; Cylinder; Vortex shedding; Classical mechanics; Turbulence; Geometry; Reynolds number","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":[0.0002560616,0.0001344649,0.0001688772,0.00008497997,0.00002746797,0.00003169676,0.0001488507,0.00003864367,0.00004313755],"category_scores_gemma":[0.00003708548,0.0001079068,0.0001942872,0.0002953195,0.00002217091,0.0000925448,0.00001243965,0.0001295865,0.00001247861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006341875,"about_ca_system_score_gemma":0.00004524026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001370337,"about_ca_topic_score_gemma":4.442037e-7,"domain_scores_codex":[0.9991303,0.00005382107,0.0002289423,0.000163391,0.0003015783,0.0001219858],"domain_scores_gemma":[0.9993522,0.0002239077,0.00001518909,0.0003408357,0.00003623154,0.00003163906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006123351,0.00003277689,0.000003234743,0.00002437798,0.00004596327,0.000001402522,0.0002324361,0.4341695,0.5597204,0.005617907,0.00001510309,0.00007568543],"study_design_scores_gemma":[0.00007075908,0.00007921554,0.00002496789,0.0001343179,0.00002074729,1.239528e-7,0.00005187489,0.7163526,0.2829403,0.0002469551,0.000001659366,0.00007639616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337252,0.0002762144,0.06526879,0.0001729458,0.0001065531,0.00009821001,0.000009328238,0.00006422734,0.000278578],"genre_scores_gemma":[0.9996147,0.00001138854,0.0002065338,0.00006109107,0.00005305466,0.00001166853,0.000003813889,0.00002957191,0.000008205282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2821832,"threshold_uncertainty_score":0.4400313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04079887852370116,"score_gpt":0.2738909991719704,"score_spread":0.2330921206482692,"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."}}