{"id":"W6990094239","doi":"","title":"The danger of vibration in power transformers","year":2017,"lang":"en","type":"article","venue":"University of Zagreb University Computing Centre (SRCE)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Electromagnetic coil; Vibration; Transformer; Autotransformer; Isolation transformer; Optical fiber; Distribution transformer; Electrical equipment","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002435401,0.0002013963,0.0001709504,0.000253626,0.0001535034,0.0002945241,0.0002192607,0.000454843,0.0006445094],"category_scores_gemma":[0.0009989447,0.0001250756,0.00006965735,0.000206187,0.0003621608,0.0003806948,0.0002666751,0.000227839,0.0001735501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644375,"about_ca_system_score_gemma":0.00008778783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000439475,"about_ca_topic_score_gemma":0.0004045638,"domain_scores_codex":[0.9996749,0.00005985623,0.00001236073,0.00005784443,0.0001586951,0.00003630491],"domain_scores_gemma":[0.9995072,0.0002094211,0.000132585,0.00003452392,0.00008903816,0.00002722857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009674929,0.00004109883,0.03168108,0.0002482446,0.00001665791,0.001355905,0.0004267856,0.003113776,0.8682197,0.000648442,0.0007676159,0.09251312],"study_design_scores_gemma":[0.00005769175,0.002377328,0.115356,0.0001340428,0.0000832826,0.01219102,0.0008016084,0.02873388,0.8294923,0.001997891,0.008703153,0.00007174386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597036,0.00169026,0.03495928,0.0002117862,0.00007246564,0.00001217321,0.00004444283,0.0003204113,0.002985481],"genre_scores_gemma":[0.996868,0.0002440532,0.002371977,0.00002751347,0.00001444207,0.000002078322,0.00001650935,0.000009001308,0.0004464574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006445094,"threshold_uncertainty_score":0.002156079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0043826333867216,"score_gpt":0.1623184973374105,"score_spread":0.1579358639506889,"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."}}