{"id":"W2902235517","doi":"","title":"A panacea for solving all electrical insulations problems ?","year":2010,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Hydro-Québec","funders":"","keywords":"Panacea (medicine); Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001737465,0.0003176044,0.0003075372,0.0002170206,0.0002113983,0.0003077825,0.0006006189,0.000455067,0.00003738217],"category_scores_gemma":[0.0007757187,0.0003649214,0.0002067113,0.0002389405,0.00005717574,0.0001370349,0.0001747229,0.0008589954,0.00001585394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177957,"about_ca_system_score_gemma":0.0001354958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002391532,"about_ca_topic_score_gemma":0.001133884,"domain_scores_codex":[0.9980648,0.0002837925,0.0005181642,0.000460393,0.0002510683,0.0004217619],"domain_scores_gemma":[0.9966392,0.001015339,0.0001506034,0.0009948337,0.001033871,0.0001661577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003573146,0.002374593,0.004676461,0.003144287,0.001309924,0.000006234172,0.03431507,0.07477769,0.1320522,0.4871406,0.01599797,0.2441692],"study_design_scores_gemma":[0.000565246,5.58798e-7,0.003118023,0.0007828749,0.00009998539,0.000003511497,0.00001163902,0.897234,0.02091699,0.01429258,0.0623731,0.0006014819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06683817,0.001223652,0.9074788,0.003722463,0.0006100509,0.001303607,0.0002015158,0.0006982129,0.0179235],"genre_scores_gemma":[0.9484156,0.0009469893,0.04816916,0.00005779229,0.0000493916,0.0003501043,0.001355648,0.00009697807,0.0005582866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8815775,"threshold_uncertainty_score":0.9998803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456598052207336,"score_gpt":0.2214427409532775,"score_spread":0.2068767604312041,"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."}}