{"id":"W4416970857","doi":"10.1177/0309524x251405726","title":"A review of aeroelastic instabilities and resonance effects in wind turbine blade dynamics","year":2025,"lang":"en","type":"review","venue":"Wind Engineering","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aeroelasticity; Flutter; Timoshenko beam theory; Beam (structure); Aerodynamics; Turbine blade; Vibration; Turbine; Stiffness; Computational fluid dynamics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002622029,0.0004808982,0.001652922,0.0004898328,0.00001558949,0.0000182137,0.0002370473,0.0002237216,0.000008043286],"category_scores_gemma":[0.0003992222,0.0004510517,0.0001493519,0.0007812933,0.00003339382,0.00008331065,0.0001283435,0.0005626755,0.000003468676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003305898,"about_ca_system_score_gemma":0.0001471395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008535688,"about_ca_topic_score_gemma":0.000008484235,"domain_scores_codex":[0.9982848,0.0000381579,0.0006998372,0.0003008932,0.0002020197,0.0004743112],"domain_scores_gemma":[0.9989884,0.0004998135,0.00004614626,0.0003217754,0.00002794088,0.0001159356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001011307,0.000008394072,0.000005814068,0.6217833,0.0000598792,0.00002051571,0.00002464895,0.005137035,4.514321e-7,0.0001393426,0.0001228705,0.3726968],"study_design_scores_gemma":[0.0001924682,0.00002428476,0.00009256069,0.5698831,0.00009686907,0.00001850298,0.000003973029,0.007092087,0.000002706907,0.00000920251,0.4221258,0.0004584809],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006296173,0.9980987,0.0002265592,0.000005497017,0.000263617,0.0005519165,0.00003199595,0.0001046689,0.0006540809],"genre_scores_gemma":[0.0001163753,0.9989207,0.0006025337,0.000009059677,0.00004840345,0.00007980886,0.00005711468,0.00006525707,0.0001006978],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4220029,"threshold_uncertainty_score":0.9997941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007195686415458115,"score_gpt":0.2330251139120843,"score_spread":0.2258294274966262,"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."}}