{"id":"W2766796381","doi":"10.1115/pvp2017-65821","title":"Considerations for the Use of Probabilistic Assessments in Regulatory Decision Making Related to Pressure Boundary Component Aging","year":2017,"lang":"en","type":"article","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Probabilistic logic; Risk analysis (engineering); Conservatism; Component (thermodynamics); Computer science; Commission; Service (business); Reliability engineering; Nuclear power plant; Risk management; Boundary (topology); Risk assessment; Resource (disambiguation); Nuclear power; Operations research; Actuarial science; Business; Engineering; Computer security; Artificial intelligence; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3927108,0.001404771,0.001893679,0.007572678,0.006241863,0.02005992,0.008399933,0.005722335,0.004098787],"category_scores_gemma":[0.5290482,0.001900896,0.00262058,0.004677685,0.01110054,0.01347125,0.007353508,0.01121942,0.00117394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01671625,"about_ca_system_score_gemma":0.05356519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05521374,"about_ca_topic_score_gemma":0.1123035,"domain_scores_codex":[0.6979373,0.2079675,0.02038724,0.005687988,0.06358758,0.004432443],"domain_scores_gemma":[0.2996025,0.5507329,0.02426382,0.01790555,0.1033499,0.004145399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006553323,0.0003364116,0.02056748,0.003074404,0.0006965207,0.001217944,0.01670801,0.1045502,0.004486482,0.3214699,0.05298955,0.4732476],"study_design_scores_gemma":[0.0002620906,0.0007839571,0.0152254,0.01157145,0.0005752594,0.001574957,0.01525068,0.1191904,0.00591782,0.3940863,0.4342074,0.001354307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03178497,0.0193126,0.59219,0.2237169,0.00261479,0.002269725,0.0006178002,0.001083979,0.1264093],"genre_scores_gemma":[0.4507235,0.01054322,0.516991,0.01244005,0.001723789,0.001838721,0.0002997601,0.000378816,0.005061185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3927108,"threshold_uncertainty_score":0.7488956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2213475848198127,"score_gpt":0.4501481787293265,"score_spread":0.2288005939095138,"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."}}