{"id":"W2548136422","doi":"10.1109/icelmach.2016.7732546","title":"Evaluation of the change in winding pattern of a large hydro generator","year":2016,"lang":"en","type":"article","venue":"","topic":"Cavitation Phenomena in Pumps","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; Concordia University","funders":"","keywords":"Stator; Harmonics; Rotor (electric); Total harmonic distortion; Vibration; Electromagnetic coil; Engineering; Damper; Generator (circuit theory); Bar (unit); Winding machine; Electrical engineering; Power (physics); Acoustics; Structural engineering; Mechanical engineering; Physics; Voltage","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":[0.0005285426,0.00003872774,0.0000592945,0.00005468213,0.000005055223,0.000001430399,0.00006154475,0.00001999832,0.0002850414],"category_scores_gemma":[0.00003323435,0.00002310609,0.00001916943,0.000105438,0.00000694723,0.00006945183,0.0000171415,0.00001799933,0.00000651095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007409424,"about_ca_system_score_gemma":0.00000821648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001957613,"about_ca_topic_score_gemma":0.0001563738,"domain_scores_codex":[0.9994741,0.0000344805,0.0001395451,0.0000463982,0.0002319976,0.00007346303],"domain_scores_gemma":[0.9997619,0.00002581407,0.00002692403,0.0001240241,0.00005198211,0.00000928695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002866742,0.00008180005,0.1196856,0.0001191971,0.00006672845,2.287741e-7,0.006909884,0.003441326,0.6842808,0.001566083,0.0003190641,0.1835265],"study_design_scores_gemma":[0.002502714,0.00002615068,0.3092337,0.0002140806,0.0000511216,6.841714e-7,0.0001804259,0.1623592,0.5238147,0.0009905532,0.0004157663,0.0002109278],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971302,0.0000641042,0.0009880359,0.00006963757,0.0001518957,0.0001731635,0.00001517076,0.0000150382,0.001392719],"genre_scores_gemma":[0.9998382,0.000003469174,0.00003730762,0.00002486977,0.00003038921,0.00003387714,5.319297e-7,0.000008236148,0.00002310785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1895481,"threshold_uncertainty_score":0.3121003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04298701626479178,"score_gpt":0.2786116516962527,"score_spread":0.2356246354314609,"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."}}