{"id":"W2029036471","doi":"10.1016/j.nucengdes.2010.04.014","title":"Stress analysis of non-uniform thickness piping system with general piping analysis software","year":2010,"lang":"en","type":"article","venue":"Nuclear Engineering and Design","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atomic Energy (Canada); Ontario Power Generation","funders":"","keywords":"Piping; Structural engineering; Stress (linguistics); Materials science; Software; Engineering; Forensic engineering; Mechanical engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002937267,0.0002728656,0.0005753522,0.0009119397,0.00007559138,0.00006897092,0.0002028552,0.0001493568,0.00001063078],"category_scores_gemma":[0.00004344122,0.0002572298,0.0001270138,0.001676174,0.00004455628,0.0001527584,0.00004026001,0.0003498456,0.000001149905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005566884,"about_ca_system_score_gemma":0.00001122258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001006492,"about_ca_topic_score_gemma":0.0000165283,"domain_scores_codex":[0.9989136,0.00001586406,0.0002889159,0.0002704636,0.0002070575,0.0003041154],"domain_scores_gemma":[0.9991769,0.0001330456,0.00007033646,0.0004109508,0.00009416728,0.0001145755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001430454,0.00001179552,0.006640118,0.0004204926,0.002913123,0.00001557818,0.0004118032,0.9182361,0.06870881,0.002076345,0.00000973093,0.0005417822],"study_design_scores_gemma":[0.0001310187,0.00004108687,0.01902929,0.0001259399,0.001716731,0.00001502941,0.00006616711,0.9761023,0.002407559,0.00002169849,0.000005501654,0.0003376914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4392558,0.00001804868,0.5594795,0.000001273121,0.00004926867,0.0000873064,0.00001001449,0.0009312656,0.0001675783],"genre_scores_gemma":[0.5650233,0.000003778104,0.4348828,0.000001651845,0.00002536941,0.000007308025,0.000005415619,0.00004899448,0.000001383386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1257675,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007587320201055232,"score_gpt":0.1962070332149896,"score_spread":0.1886197130139344,"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."}}