{"id":"W4416183580","doi":"10.1109/ceidp61707.2025.11218596","title":"Simulation-Based Analysis of TEV Sensor Sensitivity for Partial Discharge Detection","year":2025,"lang":"","type":"article","venue":"","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs","keywords":"Partial discharge; Sensitivity (control systems); Transformer; Transient (computer programming); SIGNAL (programming language); Voltage; Amplitude; Fourier analysis; Fast Fourier transform","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":[0.0003181448,0.0004836775,0.0004938467,0.0004010088,0.0002020684,0.0003125517,0.0003948763,0.0006720976,0.001398269],"category_scores_gemma":[0.001075202,0.0002202033,0.0005697042,0.0002502874,0.0002588195,0.000246308,0.0002266882,0.0003711441,0.0001195274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003804274,"about_ca_system_score_gemma":0.000425182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005623525,"about_ca_topic_score_gemma":0.002556619,"domain_scores_codex":[0.9998724,0.0000301005,0.000006990795,0.00001866977,0.00004996337,0.0000217732],"domain_scores_gemma":[0.9991817,0.0005511065,0.00007386215,0.00004636723,0.0001258492,0.00002102106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006955641,0.00002852578,0.001347433,0.00002947612,0.00001509612,0.00003823788,0.00001844993,0.9911563,0.005257667,0.0002893555,0.00007669535,0.001673157],"study_design_scores_gemma":[0.000003107561,0.00002709064,0.0003405225,0.000001643888,0.000003350699,0.00000697231,0.0000041455,0.9976195,0.00189374,0.00004175813,0.00005564907,0.000002520168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934862,0.0001709418,0.05864542,0.0001098513,0.00002187446,0.00005074434,0.0003516534,0.0004533491,0.005334226],"genre_scores_gemma":[0.9957018,0.00004367427,0.003709109,0.000008281477,0.000001869743,0.00002378656,0.00007139349,0.00001398732,0.0004259822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005623525,"threshold_uncertainty_score":0.01118159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783894175838091,"score_gpt":0.2968156966240527,"score_spread":0.2789767548656718,"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."}}