{"id":"W4289523681","doi":"10.3390/app12157769","title":"Design and Development of Bladeless Vibration-Based Piezoelectric Energy–Harvesting Wind Turbine","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Mast (botany); Airflow; Wind power; Computational fluid dynamics; Wind tunnel; Vibration; Turbine; Vortex; Vortex-induced vibration; Renewable energy; Acoustics; Energy harvesting; Mechanical energy; Mechanics; Marine engineering; Mechanical engineering; Engineering; Physics; Energy (signal processing); Power (physics); Electrical 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":[0.0003514627,0.00006853295,0.00009252574,0.0001746734,0.0003268683,0.00003771273,0.0001241663,0.00001247211,0.0000509541],"category_scores_gemma":[0.000004018972,0.00006707501,0.00001007498,0.0007208003,0.00004806944,0.00004680358,0.00002469534,0.00004326045,5.949299e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002530335,"about_ca_system_score_gemma":0.00009884289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006302022,"about_ca_topic_score_gemma":0.000007978602,"domain_scores_codex":[0.9993268,0.00001574835,0.0001778812,0.0001365628,0.0002266345,0.0001163617],"domain_scores_gemma":[0.9997908,0.00007573095,0.00003732041,0.00005454001,0.00001148975,0.00003009023],"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":[0.000002048381,0.000008455289,0.00006133002,0.000005748135,0.00000794919,1.637865e-7,0.0001778024,0.9496952,0.0352995,0.002716739,0.00001971981,0.0120053],"study_design_scores_gemma":[0.00008826511,0.00001730229,0.0001176445,0.00000129674,0.000004226971,3.613872e-7,0.0001104941,0.978088,0.02123255,0.00008286373,0.0001707939,0.00008623374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1356002,0.00009002121,0.863344,0.00002729027,0.00002568666,0.00005565987,8.662778e-7,0.00004565439,0.0008106909],"genre_scores_gemma":[0.9589386,0.000002358104,0.04095158,0.00005487155,0.000005801603,0.00002005276,0.000006346445,0.000005428986,0.00001494244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8233384,"threshold_uncertainty_score":0.2735239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01606500393815235,"score_gpt":0.2007529191445529,"score_spread":0.1846879152064005,"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."}}