{"id":"W1979399833","doi":"10.1088/1742-6596/364/1/012121","title":"Implementation of an on-line monitoring system for transmitters in a CANDU nuclear power plant","year":2012,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Calibration; Nuclear power plant; Systems engineering; Nuclear power; Computer science; Reliability engineering; Nuclear engineering; Engineering","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":[0.0001381825,0.0000763289,0.0001952187,0.0000539031,0.00001814879,0.00001874057,0.00006040315,0.00002582003,0.000003850886],"category_scores_gemma":[0.000001866387,0.00006766114,0.00005113184,0.00004938361,0.000008328999,0.0004108556,0.000001770367,0.00007956991,5.225884e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006491648,"about_ca_system_score_gemma":0.00001924913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003523103,"about_ca_topic_score_gemma":0.00002149801,"domain_scores_codex":[0.9994096,0.00001922544,0.0002996087,0.0000343059,0.0001145603,0.0001227495],"domain_scores_gemma":[0.999709,0.00001608602,0.0001117308,0.00005232896,0.00006164615,0.00004926062],"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":[0.001405867,0.0002893438,0.007950773,0.001476022,0.0005326255,0.0000129874,0.04442585,0.01469006,0.6994542,0.05198833,0.00008834797,0.1776856],"study_design_scores_gemma":[0.004848719,0.002374663,0.01191548,0.001031001,0.00008769883,0.00008838651,0.0912698,0.01029128,0.874644,0.0001801272,0.002806964,0.000461916],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936925,0.00003223039,0.00514023,0.0000228042,0.0008336894,0.0001112286,0.00002459116,0.00001711093,0.0001255712],"genre_scores_gemma":[0.9996105,0.000007439642,0.0001201577,0.000002901494,0.0002381031,0.000005239124,0.000001008066,0.0000127323,0.00000187832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1772237,"threshold_uncertainty_score":0.2759141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02311645579297289,"score_gpt":0.2665170079280609,"score_spread":0.243400552135088,"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."}}