{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001123541,0.00009391033,0.0001419914,0.0001023053,0.0003386765,0.00001568067,0.0003531747,0.00006982825,0.00002283267],"category_scores_gemma":[0.0000124693,0.0001062057,0.00008147666,0.00009320927,0.0001615741,0.0002643091,0.00004086546,0.0001100663,0.000003675103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008899561,"about_ca_system_score_gemma":0.00002592562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003161805,"about_ca_topic_score_gemma":0.000548934,"domain_scores_codex":[0.99945,0.00002300016,0.0001081829,0.0001101166,0.0001290876,0.0001795867],"domain_scores_gemma":[0.9995142,0.00008901124,0.00009056721,0.0001963607,0.00006541635,0.00004445883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008467632,0.0006453804,0.03206285,0.0006531862,0.0009453556,0.0002481604,0.6289972,0.1417855,0.01676081,0.04003408,0.003305606,0.1337151],"study_design_scores_gemma":[0.00534891,0.000151483,0.4700556,0.0005512068,0.0001784176,0.000003460946,0.2115993,0.292057,0.004705238,0.0001670382,0.01438101,0.0008013923],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754111,0.00003058942,0.01384449,0.0002081579,0.000194126,0.0001249941,0.0000182856,0.00003449251,0.01013372],"genre_scores_gemma":[0.9993872,0.000196199,0.0002718421,0.000002705646,0.000006521695,2.650491e-12,0.000007429432,0.000005896242,0.0001221818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4379927,"threshold_uncertainty_score":0.4330944,"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."}}