{"id":"W3193783340","doi":"10.1109/icempe51623.2021.9509205","title":"The Gassing of Insulating Fluids","year":2021,"lang":"en","type":"article","venue":"","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Dissolved gas analysis; Transformer; Transformer oil; Process engineering; Gas composition; Petroleum engineering; Materials science; Forensic engineering; Environmental science; Computer science; Engineering; Electrical engineering; Thermodynamics","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":[0.0008090929,0.0007061286,0.0004721806,0.000877541,0.0005277875,0.001110275,0.0007302685,0.0009143205,0.001306716],"category_scores_gemma":[0.001560887,0.0002706412,0.0003682326,0.000613149,0.0008933776,0.001473789,0.001304333,0.0008584285,0.00103373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004023897,"about_ca_system_score_gemma":0.000331902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004107504,"about_ca_topic_score_gemma":0.0003094108,"domain_scores_codex":[0.9989104,0.00022695,0.0000501689,0.0002286474,0.0004963786,0.00008751273],"domain_scores_gemma":[0.9995735,0.0002115957,0.00007067719,0.00005031503,0.00007242836,0.00002150301],"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":[0.0002320225,0.00004536201,0.001528537,0.001190638,0.00003230427,0.0004855065,0.0007241919,0.0007137838,0.8339041,0.01301532,0.001534353,0.146594],"study_design_scores_gemma":[0.00001094908,0.0001967682,0.001019668,0.0001082915,0.00001540332,0.0006876608,0.0001693253,0.002358111,0.9274742,0.001834637,0.0661,0.00002502118],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4857816,0.08053631,0.3699061,0.002570375,0.002659997,0.0006917882,0.001314431,0.00206427,0.05447517],"genre_scores_gemma":[0.8584499,0.02651137,0.09522391,0.0009955527,0.0004216401,0.0002755892,0.0005463517,0.0001800412,0.01739565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001306716,"threshold_uncertainty_score":0.004371405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008184083182997329,"score_gpt":0.2060171097714736,"score_spread":0.1978330265884763,"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."}}