{"id":"W4415180289","doi":"10.23919/ecc65951.2025.11186891","title":"Health Monitoring of Wind Turbines Using Sensor-Only Measurements","year":2025,"lang":"en","type":"article","venue":"","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Memorial University of Newfoundland","funders":"","keywords":"Wind power; Turbine; Offshore wind power; Renewable energy; Sea breeze; Submarine pipeline","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001441846,0.0004884604,0.0004167506,0.0002708965,0.0001945607,0.0004121149,0.0003952045,0.0005303012,0.0004439195],"category_scores_gemma":[0.000766787,0.0002230426,0.0001498421,0.0001869648,0.0001865969,0.0006443841,0.000298384,0.0002554074,0.0002090303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395202,"about_ca_system_score_gemma":0.0001890873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005198935,"about_ca_topic_score_gemma":0.0009980111,"domain_scores_codex":[0.9998507,0.000018912,0.00001028275,0.00005840364,0.00005001243,0.00001159614],"domain_scores_gemma":[0.9997954,0.00007309274,0.00004845125,0.00003047424,0.00004337843,0.000009178325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004353785,0.0002741842,0.01407045,0.0002673412,0.00008297283,0.0003150229,0.0001871658,0.2888618,0.2207575,0.00298377,0.002012265,0.4697521],"study_design_scores_gemma":[0.00001465528,0.0001468645,0.004864491,0.00001425308,0.00001536861,0.0001504143,0.00002265029,0.974068,0.01876404,0.001101376,0.0008276829,0.00001010444],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.124128,0.0003928123,0.872792,0.00009340358,0.00005381537,0.00006216396,0.0001209659,0.000854654,0.001502228],"genre_scores_gemma":[0.9204082,0.0002841133,0.07813202,0.00003392948,0.00003919669,0.00004681558,0.000154918,0.00002048259,0.0008802481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0005303012,"threshold_uncertainty_score":0.00148499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06902317087782084,"score_gpt":0.3543589350241362,"score_spread":0.2853357641463154,"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."}}