{"id":"W2197153449","doi":"10.1115/pvp2015-45797","title":"Technical Basis for the Assessment of Small Bore High Energy Piping With Lower Than Code Specified Design Minimum Thickness","year":2015,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bruce Power","keywords":"Piping; Service life; Life extension; Structural engineering; Engineering; Corrosion; Code (set theory); Computer science; Mechanical engineering; Materials science; Metallurgy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001965496,0.001062664,0.0003261045,0.00129166,0.0004556824,0.001015437,0.001368838,0.001034728,0.001209909],"category_scores_gemma":[0.003928447,0.0004497144,0.0003844557,0.0003229383,0.0008774244,0.0009356184,0.0008450461,0.0007813523,0.0003255537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008229606,"about_ca_system_score_gemma":0.001872492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001525864,"about_ca_topic_score_gemma":0.002838679,"domain_scores_codex":[0.9973177,0.0004668437,0.0001455186,0.0001957667,0.001766174,0.0001079024],"domain_scores_gemma":[0.9972184,0.0005976458,0.0006672973,0.0003551284,0.001078118,0.00008349506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002999356,0.0001978445,0.02414475,0.0005308506,0.00002570811,0.0009735649,0.0004176447,0.2929558,0.5659392,0.01618131,0.001501465,0.09683201],"study_design_scores_gemma":[0.00005352108,0.001146569,0.04189,0.0001787923,0.00006293509,0.001471455,0.0005116595,0.5696606,0.3667635,0.006945033,0.01118313,0.0001328129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2189275,0.0002431911,0.7666739,0.0003607823,0.00005849859,0.0003634982,0.0003241349,0.0009185273,0.01212999],"genre_scores_gemma":[0.8115581,0.000140654,0.1857625,0.00006914962,0.00001266231,0.0002272548,0.0002844255,0.00008536551,0.001859981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001965496,"threshold_uncertainty_score":0.01039463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06016493275687156,"score_gpt":0.2731567554533189,"score_spread":0.2129918226964473,"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."}}