{"id":"W2045980178","doi":"10.1016/j.nucengdes.2009.05.027","title":"The estimation of lifetime distribution of Alloy 800 steam generator tubing","year":2009,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atomic Energy (Canada); University of Waterloo","funders":"","keywords":"Reliability (semiconductor); Degradation (telecommunications); Service life; Reliability engineering; Alloy; Nuclear engineering; Pressurized water reactor; Probabilistic logic; Engineering; Generator (circuit theory); Process engineering; Forensic engineering; Environmental science; Materials science; Mechanical engineering; Metallurgy; Computer science; Electrical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003300867,0.0002475615,0.0001700054,0.0008198008,0.0001540105,0.0001919509,0.0003041879,0.0003278392,0.0005547432],"category_scores_gemma":[0.000819253,0.0001569704,0.0001429104,0.0002716398,0.0001457659,0.0003582276,0.0001311062,0.0001184591,0.0001873873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004429899,"about_ca_system_score_gemma":0.0002126934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041168,"about_ca_topic_score_gemma":0.001526977,"domain_scores_codex":[0.9998661,0.00002655644,0.000005225371,0.00003121877,0.00006005129,0.00001070696],"domain_scores_gemma":[0.9994586,0.0002278245,0.00008435915,0.00005619541,0.0001546085,0.00001839652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008239585,0.00008230494,0.08720797,0.000160708,0.00005097239,0.0002247697,0.0002701152,0.08978586,0.6717657,0.001502612,0.0003308,0.1477941],"study_design_scores_gemma":[0.00001548959,0.0004889371,0.1092532,0.00001712283,0.00007202564,0.0005209674,0.0001467522,0.4764275,0.4097841,0.0009480394,0.002291624,0.0000343788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941153,0.0002708733,0.05712658,0.0000209395,0.000003814858,0.000009513912,0.00009542432,0.0001863854,0.001133538],"genre_scores_gemma":[0.9941142,0.00005499231,0.005009746,0.000002842674,0.000001603817,0.000004055015,0.00007931877,0.000014626,0.0007185341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001041168,"threshold_uncertainty_score":0.00321418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008192108252595868,"score_gpt":0.1964095411100883,"score_spread":0.1882174328574925,"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."}}