{"id":"W2044677879","doi":"10.1155/2008/290373","title":"A Statistical Methodology for Determination of Safety Systems Actuation Setpoints Based on Extreme Value Statistics","year":2008,"lang":"en","type":"article","venue":"Science and Technology of Nuclear Installations","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; University Network of Excellence in Nuclear Engineering","keywords":"Setpoint; Instrumentation (computer programming); Redundancy (engineering); Engineering; Reliability engineering; Control theory (sociology); Control engineering; Computer science; Control (management); Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003843996,0.00008562214,0.0001727927,0.0005080572,0.0001267767,0.000005964019,0.0001397326,0.0001070732,0.000008225938],"category_scores_gemma":[0.0006452147,0.00009176767,0.00001260323,0.0004747132,0.0006692206,0.00009435915,0.00002335653,0.00008855461,0.000002377103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006516352,"about_ca_system_score_gemma":0.00005894077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003852816,"about_ca_topic_score_gemma":0.000002327065,"domain_scores_codex":[0.999245,0.00001514473,0.0002529773,0.0001453547,0.0001873404,0.0001541735],"domain_scores_gemma":[0.9992226,0.0002745716,0.00006777544,0.000188815,0.0002117868,0.00003449753],"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":[0.00006630553,0.0001196133,0.0003079431,0.0003589165,0.00003243331,0.00000562237,0.0007261134,0.2051926,0.2303357,0.4966444,0.0003892339,0.06582116],"study_design_scores_gemma":[0.0002863443,0.0001909149,0.003958054,0.00002777556,0.00001404482,0.00001443584,0.00007472368,0.9906545,0.00150175,0.001908246,0.001272874,0.00009633357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1473905,0.00001519262,0.8506368,0.0001302687,0.00016092,0.0003134383,0.0001733301,0.0002008229,0.0009786526],"genre_scores_gemma":[0.7683883,0.00001241615,0.2315565,0.00000761038,0.000005061638,0.000004646268,0.000006615438,0.00001560051,0.000003281232],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.785462,"threshold_uncertainty_score":0.3742177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04541121474330597,"score_gpt":0.2638676471716769,"score_spread":0.2184564324283709,"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."}}