{"id":"W2088762221","doi":"10.1115/pvp2012-78227","title":"Understanding Equivalent Margins Analysis for Required Upper Shelf Energy","year":2012,"lang":"en","type":"article","venue":"Volume 1: Codes and Standards","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kinectrics (Canada)","funders":"","keywords":"Pressure vessel; Commission; Code (set theory); Code of practice; Boiler (water heating); Section (typography); Engineering; Computer science; Nuclear engineering; Mechanical engineering; Structural engineering; Set (abstract data type); Law; Construction engineering; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001119253,0.00067148,0.0004416388,0.001342515,0.0005436168,0.002196953,0.001530247,0.001025323,0.0133524],"category_scores_gemma":[0.005025154,0.0003782771,0.0007342184,0.0006356212,0.0007452513,0.003019707,0.001310324,0.001361696,0.001783282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434218,"about_ca_system_score_gemma":0.001246976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00501183,"about_ca_topic_score_gemma":0.00381635,"domain_scores_codex":[0.9991636,0.0001656152,0.00003970272,0.0001023467,0.000464962,0.00006380695],"domain_scores_gemma":[0.9987561,0.0006594543,0.00009645652,0.0001210783,0.0003485718,0.00001835971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003880501,0.00004240902,0.001015084,0.0001817518,0.00001771418,0.0002700654,0.0002168847,0.4468446,0.006039866,0.4825237,0.005355642,0.05745346],"study_design_scores_gemma":[0.000007927163,0.00003550469,0.000822665,0.0001086047,0.00001437757,0.0001596599,0.0001762122,0.7474058,0.004810593,0.2231078,0.0233161,0.00003484953],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02265477,0.0005429544,0.8794635,0.0005594135,0.0001252186,0.0000715341,0.0003323653,0.0003096422,0.09594059],"genre_scores_gemma":[0.7417651,0.001212926,0.2206031,0.0003907588,0.0001471603,0.0002871095,0.0005532519,0.001056514,0.03398403],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0133524,"threshold_uncertainty_score":0.0446682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05250031639786609,"score_gpt":0.2622289943956711,"score_spread":0.209728677997805,"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."}}