{"id":"W2048063305","doi":"10.1109/mias.2009.934967","title":"Migration of fluids through a wiring system","year":2009,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Flammable liquid; National Electrical Code; Code (set theory); Computer science; Engineering; Reliability engineering; Electrical engineering; Waste management; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007335326,0.0001112258,0.0001294262,0.00008512163,0.00006502972,0.00001551382,0.00009399211,0.0002628054,0.00001868784],"category_scores_gemma":[0.000005351826,0.0001188902,0.00004286486,0.000758639,0.00001571312,0.0001294584,0.000002694721,0.000387398,0.0001039316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009817129,"about_ca_system_score_gemma":0.00001074357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001034638,"about_ca_topic_score_gemma":0.000003414881,"domain_scores_codex":[0.9993083,0.00001508421,0.0002808414,0.0001364262,0.0001184664,0.0001408288],"domain_scores_gemma":[0.9995899,0.00001779686,0.00004436845,0.0002368089,0.00006640422,0.00004468811],"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":[0.00001387845,0.00007369123,0.00009238506,0.000134911,0.00002902084,0.000001014856,0.00007560752,0.02052533,0.8822797,0.003779628,0.004410901,0.08858393],"study_design_scores_gemma":[0.000462014,0.0001732732,0.002086326,0.00009095294,0.00004457577,0.00007188603,0.00005697958,0.08414824,0.7813985,0.001129528,0.1299626,0.0003751461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2252575,0.0002715685,0.7374095,0.0004217501,0.0002094888,0.0008876148,0.00001383446,0.001391536,0.03413722],"genre_scores_gemma":[0.9978357,0.00002192313,0.001404536,0.0000399642,0.0002280434,0.0001667791,0.000006828932,0.00001354751,0.0002827118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7725782,"threshold_uncertainty_score":0.4848202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311565171694772,"score_gpt":0.2476179279256127,"score_spread":0.234502276208665,"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."}}