{"id":"W4235653934","doi":"10.1109/61.974200","title":"On-line detection and location of low-level arcing in dry-type transformers","year":2002,"lang":"en","type":"article","venue":"IEEE Transactions on Power Delivery","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Switchgear; Electric arc; Electrical engineering; Transformer; Voltage; Enclosure; Engineering; Materials science; Electrode; Automotive 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001222267,0.0002660636,0.0002827082,0.0004924559,0.0001432447,0.0002918418,0.0005222945,0.0003546485,0.001348129],"category_scores_gemma":[0.0009413298,0.0001639653,0.00009364217,0.00021003,0.0002354009,0.0003872461,0.0001976304,0.0002850346,0.0004600977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555743,"about_ca_system_score_gemma":0.0001313358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002716346,"about_ca_topic_score_gemma":0.0004845083,"domain_scores_codex":[0.9997799,0.00003558404,0.0000100956,0.00005712437,0.00009761076,0.00001964248],"domain_scores_gemma":[0.9992121,0.0003076944,0.0002002395,0.00008998557,0.0001575203,0.00003243057],"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":[0.0005796381,0.00006961459,0.007762841,0.0001663968,0.00001397167,0.0001812748,0.0001694115,0.001643686,0.8290831,0.0003828412,0.0005399308,0.1594073],"study_design_scores_gemma":[0.00006999333,0.0008894552,0.02212083,0.00002158892,0.00004023291,0.001700445,0.00006753737,0.03076664,0.9389075,0.0002783353,0.005109802,0.0000276576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6282977,0.0005995249,0.3643508,0.0001215662,0.00004995638,0.0001101532,0.0002230683,0.003461453,0.002785715],"genre_scores_gemma":[0.9233052,0.0001284775,0.0750192,0.00005175139,0.00002233237,0.00002910427,0.00009143262,0.0000623662,0.001290122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001348129,"threshold_uncertainty_score":0.004509985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946071851408855,"score_gpt":0.2096824949793282,"score_spread":0.1902217764652396,"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."}}