{"id":"W2588815066","doi":"","title":"Canadian Regulatory Perspective on LBB Application for CANDU Piping","year":2007,"lang":"en","type":"article","venue":"NCSU Libraries Repository (North Carolina State University Libraries)","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Nuclear Safety Commission","keywords":"Piping; Perspective (graphical); Engineering; Computer science; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008416533,0.0003602377,0.0003121009,0.0004497005,0.0007212611,0.0001377509,0.0004305545,0.0002583374,0.00000721887],"category_scores_gemma":[0.00002715946,0.0004280577,0.0001529924,0.0004603426,0.0001619348,0.000841989,0.00005825526,0.0004288831,0.000004076434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008854614,"about_ca_system_score_gemma":0.0004448138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008199871,"about_ca_topic_score_gemma":0.009552277,"domain_scores_codex":[0.9982859,0.00002502165,0.0002784099,0.0004615883,0.0002355665,0.00071345],"domain_scores_gemma":[0.9986252,0.0001628886,0.00007005067,0.0005022009,0.0001080327,0.0005316537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001069245,0.00008110681,0.01326752,0.0004870456,0.0007380844,0.0004987856,0.006946859,0.3625381,0.001028788,0.5910226,0.01264023,0.00968165],"study_design_scores_gemma":[0.002626485,0.0005175266,0.1263404,0.000115903,0.0002095904,0.00007954061,0.004281713,0.04235307,0.009868209,0.01587105,0.7950791,0.002657414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4914047,0.001363948,0.3932745,0.0007213277,0.002617812,0.002068148,0.0005499448,0.004396058,0.1036036],"genre_scores_gemma":[0.995419,0.00002084037,0.001892585,0.0001030452,0.000251144,0.000005034019,0.00009781741,0.000076884,0.002133619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7824389,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003214663179764216,"score_gpt":0.1600200172079666,"score_spread":0.1568053540282024,"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."}}