{"id":"W4229486384","doi":"10.32920/ryerson.14648940","title":"Hydraulic Analysis of Oil Spill Control Systems in Transformer Stations","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformer oil; Transformer; Distribution transformer; Environmental science; Petroleum engineering; Transformer effect; Engineering; Electrical engineering; Voltage","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":[0.0001220918,0.0002226368,0.0002865523,0.0004387408,0.0005492488,0.0005873137,0.0002717084,0.0003266288,0.002883519],"category_scores_gemma":[0.0006669959,0.0001587574,0.0001831085,0.0002861671,0.0004401072,0.0002618618,0.0001853068,0.0002136558,0.0003165178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002055402,"about_ca_system_score_gemma":0.001376984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1619725,"about_ca_topic_score_gemma":0.08656612,"domain_scores_codex":[0.9998055,0.0000190826,0.000006322804,0.00002829574,0.00007733216,0.0000635075],"domain_scores_gemma":[0.9996276,0.0001405288,0.00004405054,0.00001523524,0.0001469559,0.00002563962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007419478,0.0002333988,0.03654295,0.0001652853,0.00005766831,0.0005637523,0.0003218528,0.8513402,0.07542294,0.003686362,0.001350371,0.02957326],"study_design_scores_gemma":[0.00003979509,0.0002564496,0.03095228,0.000007283558,0.00002869286,0.00004452336,0.0006060916,0.9503273,0.01597557,0.0006362616,0.001100762,0.00002485658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781997,0.00006174936,0.01261785,0.00007971506,0.000007175929,0.00005777627,0.0003651505,0.0003034241,0.008307467],"genre_scores_gemma":[0.9981169,0.00001845725,0.0002176697,0.000002874415,0.000001042789,0.000004785032,0.0000683692,0.000006969349,0.001563011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1619725,"threshold_uncertainty_score":0.3220593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024414183688349,"score_gpt":0.2248924161654806,"score_spread":0.2146482743285971,"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."}}