{"id":"W4312763871","doi":"10.2139/ssrn.4246485","title":"Correlation of Tangible Quality Parameters of Vegetable-Based Transformer Fluids","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Quality (philosophy); Correlation; Transformer; Environmental science; Process engineering; Agricultural engineering; Mathematics; Engineering; Electrical engineering; Physics; Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004654251,0.00009093599,0.0002388489,0.000144232,0.0002279157,0.00001786243,0.0002262114,0.00003158402,0.001290213],"category_scores_gemma":[0.00005331157,0.00008431541,0.0001206003,0.000260308,0.00006123555,0.0001408802,0.00001548231,0.0003467773,0.000009166202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003667505,"about_ca_system_score_gemma":0.00163355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001868052,"about_ca_topic_score_gemma":0.00007193059,"domain_scores_codex":[0.9976563,0.0003661803,0.0005892586,0.0001290402,0.0005080287,0.0007511657],"domain_scores_gemma":[0.9992771,0.00008065328,0.00035174,0.0001551288,0.00009971327,0.00003564163],"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":[0.0002157986,0.0001307283,0.0006483368,0.00002357289,0.00002565154,2.25737e-7,0.0002782394,0.03340338,0.9364393,0.02761213,0.00002212032,0.001200546],"study_design_scores_gemma":[0.004028114,0.002420234,0.004107157,0.00004662616,0.0002453121,0.0001161115,0.003649841,0.006056599,0.8450141,0.132964,0.0008542333,0.0004976896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961244,0.0004622045,0.03723267,0.0001936397,0.0004232329,0.0001399961,0.00004611163,0.00001399305,0.0002441978],"genre_scores_gemma":[0.9991885,0.00005462465,0.0005007877,0.00002728004,0.00002450272,0.00001622746,0.00001228536,0.00001176854,0.0001639736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1053518,"threshold_uncertainty_score":0.9996228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224699046157061,"score_gpt":0.2821382270731401,"score_spread":0.259668322457434,"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."}}