{"id":"W4414793390","doi":"10.30724/1998-9903-2025-27-4-82-93","title":"Comparative analysis of the method of insulation condition monitoring by ultraviolet radiation of surface partial discharges","year":2025,"lang":"en","type":"article","venue":"Power engineering research equipment technology","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Partial discharge; Radiation; Ultraviolet; Detector; Arc flash; Transmission (telecommunications); Transmission line; Range (aeronautics)","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":[0.0009038185,0.00008188425,0.0003112564,0.0007482825,0.00005297943,0.000008478757,0.0002684043,0.00009112125,0.00004319143],"category_scores_gemma":[0.0003074127,0.00006781768,0.0000550735,0.002868255,0.0001228528,0.00007764999,0.00008836397,0.0001503986,0.00000105142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009772552,"about_ca_system_score_gemma":0.0000497599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005154681,"about_ca_topic_score_gemma":6.56745e-7,"domain_scores_codex":[0.9987248,0.0001198767,0.0004013899,0.0001763549,0.0003688588,0.0002087605],"domain_scores_gemma":[0.9989926,0.0003205306,0.0001577611,0.0002685053,0.0002398014,0.00002076319],"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":[0.00001732956,0.00006717168,0.009670584,0.00002793928,0.0001195955,6.394882e-8,0.00029988,0.02971446,0.9491912,0.01072434,0.00002514732,0.0001422867],"study_design_scores_gemma":[0.0001851717,0.00005376462,0.02771627,0.00003838527,0.00004730256,7.782094e-8,0.0001305028,0.01655354,0.9547981,0.0003168599,0.0001127323,0.00004727022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415863,0.000263839,0.05744078,0.0001654013,0.0001212992,0.0002244647,0.00005443917,0.00003590923,0.0001075465],"genre_scores_gemma":[0.9984106,0.00002158581,0.001494077,0.000001094561,0.000003857187,0.00002066353,0.00001233685,0.000003574106,0.00003217684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05682432,"threshold_uncertainty_score":0.2765525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216409761434505,"score_gpt":0.3667866020746242,"score_spread":0.3446225044602791,"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."}}