{"id":"W4400351866","doi":"10.1109/eic58847.2024.10579324","title":"Experience With Hydrogenerator Stator Core Failure, Investigation, and Recommendation","year":2024,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Stator; Core (optical fiber); Computer science; Reliability engineering; Engineering; Electrical engineering; Telecommunications","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":[0.00006034442,0.00009408322,0.00005963894,0.00006023615,0.00003110721,0.00007457004,0.00003987944,0.00002893305,0.000098356],"category_scores_gemma":[0.00001800229,0.00007840566,0.000005817459,0.0001830948,0.0000546826,0.0002546963,0.00001347087,0.00007246489,0.00001031431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004164286,"about_ca_system_score_gemma":0.00001618671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001308934,"about_ca_topic_score_gemma":0.0000202115,"domain_scores_codex":[0.9995987,0.000006705123,0.00009339786,0.0001528692,0.00005582513,0.00009250937],"domain_scores_gemma":[0.9997842,0.00003819009,0.000007444767,0.00009003178,0.00002500236,0.00005512952],"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":[0.00001132411,0.00001446438,0.1035967,0.0006536703,0.000148958,0.00004474544,0.006439393,0.00009567224,0.5321956,0.2858612,0.05345904,0.01747925],"study_design_scores_gemma":[0.0004298241,0.0002538768,0.006020846,0.0005456446,0.00005087607,0.0003147371,0.0008610194,0.09835943,0.670536,0.2039743,0.0171868,0.001466684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622932,0.00004849328,0.03241459,0.0001157532,0.00005915377,0.0001154827,0.000005292347,0.002148218,0.002799821],"genre_scores_gemma":[0.6802313,0.000006782072,0.3196158,0.00003636545,0.00002310384,0.00003959673,0.0000102057,0.00002229687,0.00001456682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2872012,"threshold_uncertainty_score":0.319729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063106094138694,"score_gpt":0.243101066463142,"score_spread":0.2224700055217551,"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."}}