{"id":"W4409804515","doi":"10.59019/wqyq7474","title":"Evaluating the Effectiveness of Refractometric Sensors for Transformer Oil Ageing Monitoring","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformer; Ageing; Environmental science; Engineering; Reliability engineering; Computer science; Electrical engineering; Medicine; Voltage; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001578101,0.0007113615,0.0004631085,0.0005439215,0.0001690322,0.0005219961,0.000617672,0.0006985915,0.000562483],"category_scores_gemma":[0.002902994,0.0002610783,0.0003793254,0.0004091228,0.0002773643,0.0008156784,0.0003973932,0.0003967433,0.0003117521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004170887,"about_ca_system_score_gemma":0.0002737428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069894,"about_ca_topic_score_gemma":0.004438289,"domain_scores_codex":[0.9984487,0.000265469,0.00009779274,0.0002211562,0.0008470277,0.0001198527],"domain_scores_gemma":[0.9983552,0.0005482355,0.0002371363,0.0001127162,0.0006995889,0.00004704943],"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":[0.0003820859,0.000105198,0.002571442,0.0002259873,0.0000253115,0.00005199707,0.00005527294,0.001321751,0.9748653,0.00005195375,0.00005630293,0.02028735],"study_design_scores_gemma":[0.000007486751,0.001820216,0.00434419,0.00002204354,0.00005310752,0.0001177012,0.0001004634,0.006093353,0.9863254,0.00002351063,0.001071276,0.00002119746],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820964,0.003249212,0.01254337,0.00007667386,0.00006930395,0.0001233213,0.0002343718,0.0001171838,0.001490268],"genre_scores_gemma":[0.9736034,0.00306644,0.02117838,0.00005546614,0.0000200931,0.00006379896,0.0002062776,0.00002712426,0.001779037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002069894,"threshold_uncertainty_score":0.008345902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02813015715814133,"score_gpt":0.337139841072687,"score_spread":0.3090096839145456,"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."}}