{"id":"W4411714454","doi":"10.1016/j.nexres.2025.100555","title":"Sustainable natural ester dielectric liquid for power transformers: Thermo-oxidative performance and kraft paper compatibility","year":2025,"lang":"en","type":"article","venue":"Next research.","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Compatibility (geochemistry); Kraft paper; Transformer; Liquid dielectric; Materials science; Dielectric; Oxidative phosphorylation; Composite material; Environmental science; Electrical engineering; Chemistry; Engineering; Optoelectronics; Voltage","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005558851,0.0001438952,0.0001645491,0.0002453375,0.0002305931,0.0001094739,0.0001284887,0.00008653665,0.00005002859],"category_scores_gemma":[0.00008763728,0.0001254063,0.000048223,0.0004828823,0.0001057309,0.0006680129,0.00002078581,0.0003249692,0.000004533179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001496615,"about_ca_system_score_gemma":0.00007232465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004255649,"about_ca_topic_score_gemma":0.0000356039,"domain_scores_codex":[0.998715,0.00003901014,0.0001967746,0.0002243645,0.0002125992,0.0006122508],"domain_scores_gemma":[0.9991042,0.0004024273,0.00000871389,0.0001565943,0.0002584558,0.00006960185],"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":[0.005998074,0.001261695,0.008678368,0.01306904,0.00159788,0.00003461441,0.02843272,0.003647169,0.397729,0.1040863,0.02800494,0.4074601],"study_design_scores_gemma":[0.006570222,0.003746099,0.1373288,0.0006007254,0.0001099735,0.000006303957,0.004406663,0.3429153,0.20604,0.007536222,0.2892474,0.001492276],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720454,0.001819241,0.002930371,0.0004018944,0.0001238711,0.001029069,0.0000108685,0.00008147845,0.02155778],"genre_scores_gemma":[0.9980946,0.0008153855,0.0000983524,0.00007042501,0.00002133657,0.0001333989,0.00002054165,0.00002018912,0.0007257923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4059678,"threshold_uncertainty_score":0.5113921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894647808439832,"score_gpt":0.2923819665140008,"score_spread":0.2734354884296025,"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."}}