{"id":"W2552832161","doi":"10.1115/ipc2016-64518","title":"Analysis of Pressure Test Failure Performance for Vintage Pipe","year":2016,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dynamic Systems Analysis (Canada)","funders":"","keywords":"Pipeline (software); Vintage; Pipeline transport; Hydrostatic test; Engineering; Integrity management; Reliability engineering; Manufacturing engineering; Forensic engineering; Mechanical 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000831495,0.00009620473,0.0002628194,0.0001594836,0.00002768588,0.000008007464,0.0001412768,0.00009186449,0.0009951018],"category_scores_gemma":[0.0000858958,0.00005334139,0.0002513733,0.0004419982,0.00004781666,0.0001174673,0.00001322485,0.00005128773,0.000007642415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154573,"about_ca_system_score_gemma":0.000004216402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002654271,"about_ca_topic_score_gemma":0.0001800598,"domain_scores_codex":[0.9994366,0.00000486468,0.0002047957,0.0001247416,0.00009189274,0.0001371127],"domain_scores_gemma":[0.9993727,0.0002421329,0.00002498435,0.0002379844,0.00008601508,0.00003622298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006801387,0.0001221288,0.322438,0.001586867,0.0172677,9.10815e-7,0.0006387044,0.1418284,0.4372573,0.002057615,0.009044719,0.06768968],"study_design_scores_gemma":[0.0004821451,0.0001245608,0.08820024,0.00006093594,0.004984779,0.000001110605,0.0001420424,0.5850279,0.2940767,0.0002136511,0.02625394,0.0004319125],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590778,0.0001417013,0.03742106,0.0004628373,0.000102454,0.0001709283,0.000208195,0.0002001732,0.002214876],"genre_scores_gemma":[0.9967608,0.00005617797,0.001078115,0.00001119221,0.00002775932,0.00001053737,0.000007382961,0.000007502204,0.002040508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4431996,"threshold_uncertainty_score":0.9999181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006671053724277515,"score_gpt":0.2097805609613029,"score_spread":0.2031095072370254,"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."}}