{"id":"W2185526110","doi":"10.1260/0309-524x.39.5.549","title":"On Electrodynamic Braking for Small Wind Turbines","year":2015,"lang":"en","type":"article","venue":"Wind Engineering","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Trinity College Dublin","keywords":"Wind power; Turbine; Automotive engineering; Rotor (electric); Transient (computer programming); Brake; Torque; Generator (circuit theory); Dynamic braking; Power (physics); Induction generator; Electric generator; Engineering; Control theory (sociology); Computer science; Electrical engineering; Mechanical engineering; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001820597,0.0002843675,0.0002393349,0.0002169135,0.00002722802,0.00005120446,0.0002197668,0.000119837,0.000007095385],"category_scores_gemma":[0.0001853492,0.0003031064,0.00008392878,0.000183745,0.000006951947,0.0001066392,0.00002425104,0.000233714,0.00001846107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790185,"about_ca_system_score_gemma":0.00001355236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009976962,"about_ca_topic_score_gemma":0.000007892308,"domain_scores_codex":[0.9989616,0.000005638003,0.000219013,0.0002203551,0.0001364525,0.0004569737],"domain_scores_gemma":[0.9993957,0.0001309545,0.00002065482,0.0002716122,0.00003960123,0.0001414582],"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":[0.00001252427,0.00002602071,0.0002152435,0.0001674824,0.00005910183,0.000007562458,0.0001577451,0.9734529,0.01529438,0.002883339,0.004622733,0.003101009],"study_design_scores_gemma":[0.0007161216,0.0001992153,0.0009956572,0.0001682084,0.00002790344,0.00001978423,0.0000101912,0.947441,0.0291992,0.0009082625,0.01963335,0.0006810584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909347,0.0004243751,0.08250182,0.0000844844,0.0008101318,0.0005588582,0.00001770775,0.003128924,0.003126672],"genre_scores_gemma":[0.9887761,0.00001071386,0.0105676,0.00005049465,0.0003230272,0.00005596723,0.00002429251,0.0001370382,0.00005473595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0794291,"threshold_uncertainty_score":0.9999421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306841796605777,"score_gpt":0.2359399018448492,"score_spread":0.2228714838787914,"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."}}