{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001907211,0.0002730544,0.0001174928,0.0001670715,0.0001190108,0.0002456518,0.0001009505,0.0002159523,0.0005317446],"category_scores_gemma":[0.000402193,0.0001059783,0.0001680392,0.0001214431,0.0001947463,0.0003370323,0.0001526258,0.0003616401,0.0001470718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009831639,"about_ca_system_score_gemma":0.0001021699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003431305,"about_ca_topic_score_gemma":0.0004925759,"domain_scores_codex":[0.9998534,0.00002518383,0.000009981569,0.0000300602,0.00004955498,0.00003171356],"domain_scores_gemma":[0.9998233,0.00005336199,0.00005713758,0.00001128382,0.00003378564,0.00002129309],"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":[0.0001208318,0.00002849484,0.000888578,0.00010051,0.0000106096,0.00008357155,0.00004550528,0.0001938298,0.9929254,0.00007947812,0.00002816187,0.005495081],"study_design_scores_gemma":[0.000001528974,0.0001486624,0.003291616,0.000005550417,0.0000102451,0.00008250934,0.00002699983,0.0002843236,0.9955158,0.00001792597,0.0006115925,0.000003364078],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995136,0.002168212,0.001394378,0.000031544,0.00002199121,0.000009507155,0.00004654447,0.00001424776,0.00117773],"genre_scores_gemma":[0.9969036,0.001391041,0.001070715,0.00002141392,0.000006167084,0.000005088323,0.00003038569,0.000005141923,0.0005665591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005317446,"threshold_uncertainty_score":0.001778841,"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."}}