{"id":"W2558926356","doi":"10.1115/pvp2016-64024","title":"Validation of Weight Function Based Process-Zone Model for Evaluation of Delayed Hydride Cracking Initiation in Zr-2.5Nb Pressure Tubes","year":2016,"lang":"en","type":"article","venue":"","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories; Kinectrics (Canada)","funders":"CANDU Owners Group","keywords":"Materials science; Cracking; Pressure vessel; Metallurgy; Fretting; Hydrogen; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001555372,0.00009100339,0.0001732059,0.0001001739,0.0000373721,0.00001943587,0.00008288067,0.0000726977,0.0006940581],"category_scores_gemma":[0.0002231268,0.00005985826,0.00003001674,0.00007800614,0.00003333583,0.0005667235,0.00001428638,0.00001490445,0.00000656103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002818649,"about_ca_system_score_gemma":0.0001067387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004969563,"about_ca_topic_score_gemma":0.00002928314,"domain_scores_codex":[0.9987696,0.0001062495,0.0004326128,0.0001931525,0.000377218,0.0001211494],"domain_scores_gemma":[0.998962,0.00007330441,0.0001862982,0.0001438474,0.0006176668,0.00001685388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000584887,0.00005345386,0.0002655045,0.0001707888,0.0000056131,1.42846e-8,0.0002687847,0.02844383,0.9684647,0.0002903978,0.0000273903,0.001424689],"study_design_scores_gemma":[0.001032553,0.00009924142,0.0004082799,0.00009564571,0.00006014173,1.036884e-7,0.00002398408,0.2842141,0.7109023,0.003086529,0.00001077876,0.0000663977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93273,0.0000410362,0.06623328,0.00009186464,0.0001537682,0.000506491,0.00004812144,0.00002723123,0.0001681559],"genre_scores_gemma":[0.9984086,0.000004764294,0.001349136,0.00002289146,0.00003722512,0.00009009126,0.00001973677,0.00001439717,0.00005318903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2575624,"threshold_uncertainty_score":0.759945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04541419842187428,"score_gpt":0.2851931233121021,"score_spread":0.2397789248902278,"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."}}