{"id":"W4413513815","doi":"10.1109/icempe66159.2025.11122930","title":"Evaluation of Electrical Tree Length Information Based on Partial Discharge Signal","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Society of Petroleum Geologists","keywords":"Partial discharge; Computer science; Tree (set theory); SIGNAL (programming language); Electrical engineering; Mathematics; Voltage; Engineering; Programming language","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":[0.001252426,0.00007995538,0.0001057825,0.0003004663,0.00004784197,0.0000445157,0.0004132603,0.00005046096,0.00003376347],"category_scores_gemma":[0.0005686698,0.00006457464,0.00004676082,0.0006057605,0.0000152712,0.0007390183,0.00007444205,0.00008476726,0.00001587835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119098,"about_ca_system_score_gemma":0.0002276496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003371866,"about_ca_topic_score_gemma":0.000001621409,"domain_scores_codex":[0.9983493,0.0001251723,0.0002981411,0.0001529757,0.0009467845,0.0001276124],"domain_scores_gemma":[0.9988287,0.0002834298,0.000102436,0.0004030574,0.0003583634,0.00002398922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001938361,0.00006514377,0.00006808477,0.000002249224,0.000004142909,1.208997e-7,0.00002538681,0.002871479,0.0003359175,0.1946284,0.001214407,0.8007653],"study_design_scores_gemma":[0.0003149957,0.0001284395,0.001001586,0.00002263158,0.00000889101,1.781641e-7,0.00000142145,0.90863,0.043293,0.04590856,0.0006292981,0.00006097782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001748618,0.000006480842,0.9816012,0.0003834407,0.00007013378,0.000250344,8.100581e-7,0.0002037519,0.01573523],"genre_scores_gemma":[0.8863328,6.869918e-7,0.1132767,0.0003290797,0.000008430773,0.00003000189,0.000002567566,0.000001634423,0.00001819073],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9057586,"threshold_uncertainty_score":0.2633277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0230699449393905,"score_gpt":0.3305759428957672,"score_spread":0.3075059979563767,"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."}}