{"id":"W2166374152","doi":"10.1017/s002211200600317x","title":"Flutter of long flexible cylinders in axial flow","year":2007,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Flutter; Cylinder; Flow (mathematics); Galerkin method; Mechanics; Mathematics; Bending stiffness; Nonlinear system; Physics; Stiffness; Geometry; Structural engineering; Aerodynamics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006084386,0.00008047925,0.0002200209,0.0003426481,0.0000112418,0.000008929858,0.0001091132,0.00008266622,0.0001091514],"category_scores_gemma":[0.00003089053,0.0000750729,0.0001292805,0.0002795008,0.000005300638,0.000144163,0.000009968615,0.0001813482,0.000005771189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007844537,"about_ca_system_score_gemma":0.00002929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003096863,"about_ca_topic_score_gemma":0.00005659965,"domain_scores_codex":[0.9990169,0.00001194124,0.0005439474,0.00004801542,0.000230303,0.0001488631],"domain_scores_gemma":[0.9996418,0.00002679064,0.0000928744,0.00009053706,0.000079628,0.00006833328],"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":[0.00008907797,0.00006885856,0.0004968559,0.00006036773,0.0001609713,0.000119629,0.0006458311,0.9121873,0.06725293,0.001112933,0.0007851549,0.01702004],"study_design_scores_gemma":[0.0005856515,0.00005691836,0.0003843604,0.0000416656,0.00003569703,0.00003825376,0.0002323167,0.9626493,0.03525979,0.000502691,0.0001231609,0.00009021212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1257627,0.0001730888,0.8730826,0.00004944246,0.0003889947,0.00002694294,0.00000110601,0.00001390517,0.0005012595],"genre_scores_gemma":[0.9938662,0.00009363043,0.005793126,0.00006793836,0.0001127333,1.587925e-7,0.00000123422,0.00001410774,0.00005086695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8681035,"threshold_uncertainty_score":0.3061384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008550309452996695,"score_gpt":0.2233798292641787,"score_spread":0.214829519811182,"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."}}