{"id":"W4402664724","doi":"10.3390/polym16182655","title":"The Catalytic Effect of Low Molecular Weight Acids on the Physicochemical and Dielectric Properties of Oil-Paper Insulation Systems","year":2024,"lang":"en","type":"article","venue":"Polymers","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Université du Québec à Chicoutimi","funders":"","keywords":"Electrification; Transformer; Electricity; Degradation (telecommunications); Materials science; Environmental science; Chemical engineering; Chemistry; Electrical engineering; Engineering","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":[0.00008372989,0.00008526866,0.00009519731,0.00003661001,0.00002805917,0.00002401865,0.00005541019,0.00003180931,0.000001074579],"category_scores_gemma":[0.00002262987,0.00004416145,0.00003802828,0.0001528523,0.00005095629,0.00005031837,0.000005098422,0.00007241187,0.00000194432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001734872,"about_ca_system_score_gemma":0.000007850846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002244906,"about_ca_topic_score_gemma":2.61683e-7,"domain_scores_codex":[0.9995633,0.00001920196,0.0001280545,0.00006942065,0.0001212603,0.00009875646],"domain_scores_gemma":[0.9996753,0.0001812568,0.00001298968,0.0001042675,0.00001025761,0.00001590916],"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":[0.00001903026,0.000007377549,0.00005208926,0.0006829283,0.0001077424,5.484767e-7,0.0002947903,0.00119466,0.9830568,0.003647821,0.00001621257,0.01091996],"study_design_scores_gemma":[0.00009194899,0.00005758773,0.0003390303,0.0002876228,0.00004371124,9.091181e-7,0.000009895109,0.106185,0.8927761,0.00001886294,0.0001297351,0.00005968214],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799726,0.01825351,0.0001124304,0.00009251452,0.0001897424,0.000107394,0.000004616827,0.00002954962,0.001237662],"genre_scores_gemma":[0.9994442,0.0004720026,4.486826e-7,0.000005292271,0.00002244371,0.00002310432,0.000003349281,0.00001498165,0.00001418113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1049903,"threshold_uncertainty_score":0.1800852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003646555505208334,"score_gpt":0.1783809789685766,"score_spread":0.1747344234633682,"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."}}