{"id":"W4403432110","doi":"10.1016/j.rineng.2024.103148","title":"Performance of insulators under variation of pollution, inclined angle, and temperature based on the design of experiment","year":2024,"lang":"en","type":"article","venue":"Results in Engineering","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Manitoba Beekeepers' Association","funders":"","keywords":"Variation (astronomy); Light pollution; Environmental science; Optics; Physics; Astrophysics","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":[0.0004781462,0.00006444981,0.0001022432,0.0001460164,0.00001392099,0.000008146745,0.00005841929,0.00003883972,0.000008188821],"category_scores_gemma":[0.0001289176,0.0000457744,0.00001232365,0.0003524166,0.00001854859,0.00005942458,0.00001176858,0.00005254753,4.644096e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003703339,"about_ca_system_score_gemma":0.0000423912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001387229,"about_ca_topic_score_gemma":2.133542e-7,"domain_scores_codex":[0.9993716,0.00002884281,0.0002806867,0.0001018002,0.0001422641,0.00007475732],"domain_scores_gemma":[0.9996015,0.0001900514,0.00004928079,0.0001143081,0.00003036826,0.00001450448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004744948,0.00001497294,0.00001823109,0.00005237127,0.000002085996,1.565249e-7,0.0004612888,0.4357718,0.5622192,0.001380148,0.000002497202,0.00002980589],"study_design_scores_gemma":[0.0002593091,0.00008615155,0.01007421,0.0001716466,0.000002707637,2.268337e-7,0.00002549051,0.6449516,0.3443508,0.00002771637,0.000006486095,0.00004360072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920638,0.0001682396,0.007374879,0.00006232255,0.0001022638,0.0001260183,0.00001335866,0.00001992214,0.00006915844],"genre_scores_gemma":[0.9988503,0.00001527667,0.00108876,0.00001172919,0.00001486111,0.000006078858,0.000001693342,0.000005988168,0.000005352138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2178684,"threshold_uncertainty_score":0.1866626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141553261566399,"score_gpt":0.220898663637157,"score_spread":0.209483131021493,"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."}}