{"id":"W4247548389","doi":"10.1115/1.1858923","title":"Integrity Assessment of Pressure Components With Local Hot Spots","year":2005,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canada Research Chairs","keywords":"Piping; Structural integrity; Context (archaeology); Pressure vessel; Component (thermodynamics); Spots; Hot spot (computer programming); Surface integrity; Process (computing); Computer science; Engineering; Mechanical engineering; Structural engineering; Chemistry; Geology; Physics; Machining","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":[0.002791015,0.0002372491,0.001102896,0.001331228,0.0001123823,0.00006017493,0.001973898,0.0004138071,0.0003540603],"category_scores_gemma":[0.000567745,0.0001452275,0.0002706368,0.001542961,0.0006074393,0.0005197026,0.0002400696,0.001249518,0.00001491143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003301303,"about_ca_system_score_gemma":0.0002331247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002598285,"about_ca_topic_score_gemma":0.00004081072,"domain_scores_codex":[0.9955755,0.0002928493,0.001539057,0.0003241674,0.001942133,0.0003263011],"domain_scores_gemma":[0.9951274,0.0004552355,0.001910699,0.0008287373,0.001537674,0.0001402796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001723537,0.003096175,0.2997315,0.000118122,0.004525841,0.0002921546,0.000958935,0.1587055,0.01791122,0.0206057,0.02734834,0.464983],"study_design_scores_gemma":[0.003862155,0.001749987,0.2452068,0.0003250855,0.001858131,0.0007447284,0.003356538,0.04666607,0.01644794,0.02698197,0.6521497,0.0006509369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7244989,0.006201846,0.242357,0.02403568,0.000429236,0.0002997436,0.00005064468,0.00007914133,0.0020478],"genre_scores_gemma":[0.9808962,0.00031466,0.0180657,0.00005677264,0.0001055428,0.00000247146,9.586865e-7,0.00001370035,0.0005440031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6248013,"threshold_uncertainty_score":0.5922205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393446070459113,"score_gpt":0.3623494500687282,"score_spread":0.318414989364137,"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."}}