{"id":"W2558554427","doi":"10.1115/pvp2016-63987","title":"Development and Application of Oxide Wedging Crack Growth Model for CANDU 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":"Bruce Power (Canada); Kinectrics (Canada)","funders":"","keywords":"Materials science; Tube (container); Coolant; Oxide; Zirconium alloy; Metallurgy; Composite material; Structural engineering; Zirconium; Nuclear engineering; Mechanical engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002093237,0.00007135177,0.0001185519,0.00001807524,0.00006941387,0.00002944884,0.0000864515,0.0000328306,0.00007859636],"category_scores_gemma":[0.00002177642,0.00004024417,0.00001122715,0.00001389728,0.00004539398,0.0001419482,0.00005518705,0.000007438316,0.00001425032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006486751,"about_ca_system_score_gemma":0.00002808852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000724194,"about_ca_topic_score_gemma":0.00002346227,"domain_scores_codex":[0.9994513,0.00001007856,0.000175081,0.0001619614,0.00007834104,0.0001232385],"domain_scores_gemma":[0.9997386,0.00002366105,0.00003857412,0.00009813845,0.00006909454,0.00003196636],"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":[0.00004288877,0.000008561474,0.0001096971,0.000107911,0.000003989132,2.54667e-8,0.0003370889,0.00001212579,0.9918652,0.00504359,0.0002395604,0.002229352],"study_design_scores_gemma":[0.0002117622,0.00001288785,0.0003587548,0.00002998747,0.000008762937,7.367989e-7,0.00004005493,0.003636478,0.989929,0.001058653,0.004623329,0.00008965296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578893,0.00007138168,0.041176,0.0002109094,0.00004249403,0.0002146388,0.00002010932,0.00003729418,0.000337857],"genre_scores_gemma":[0.9670541,0.00001525482,0.03188859,0.00004467412,0.00001889108,0.00004871614,9.409907e-7,0.00001043401,0.000918449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009287408,"threshold_uncertainty_score":0.1641109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916341758266882,"score_gpt":0.2243877629306137,"score_spread":0.2052243453479449,"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."}}