{"id":"W4309742800","doi":"10.3390/en15228719","title":"Modelling of Flow-Induced Vibration of Bluff Bodies: A Comprehensive Survey and Future Prospects","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phenomenology (philosophy); Reynolds-averaged Navier–Stokes equations; Bluff; Computational fluid dynamics; Large eddy simulation; Vibration; Reynolds number; Computer science; Experimental data; Turbulence; Engineering; Mechanics; Aerospace engineering; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009447244,0.001648035,0.00193746,0.001506562,0.0003263882,0.002023271,0.002165233,0.001801808,0.002176479],"category_scores_gemma":[0.001228267,0.0006729888,0.002033848,0.001502464,0.0008579644,0.002177322,0.000986082,0.001201776,0.001216096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004726003,"about_ca_system_score_gemma":0.0008250735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003309065,"about_ca_topic_score_gemma":0.001627475,"domain_scores_codex":[0.999549,0.00009454769,0.00005159584,0.00009367629,0.0001757389,0.00003548833],"domain_scores_gemma":[0.9994167,0.0002627027,0.00009069519,0.0000577639,0.0001385228,0.00003358306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000125744,0.000150678,0.003729185,0.00545969,0.0002097312,0.0003810658,0.0003841183,0.5895381,0.01469726,0.02776468,0.008272226,0.3492875],"study_design_scores_gemma":[0.00001593886,0.0001199965,0.001542498,0.000805911,0.00008242853,0.0002750884,0.0001292454,0.9169158,0.002409876,0.01708212,0.06051616,0.0001049284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01561025,0.2061562,0.7628176,0.001544532,0.0006030979,0.000113252,0.0004611271,0.001315482,0.01137847],"genre_scores_gemma":[0.3416145,0.4513207,0.1870726,0.0007589231,0.002422362,0.0003863243,0.002291343,0.0007428643,0.01339041],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003309065,"threshold_uncertainty_score":0.007281125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913000746604062,"score_gpt":0.2070537438612486,"score_spread":0.187923736395208,"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."}}