{"id":"W2010686174","doi":"10.1115/1.1992499","title":"Special Issue on the Nondestructive Evaluation of Pipeline and Vessel Structures","year":2005,"lang":"en","type":"article","venue":"Journal of Pressure Vessel Technology","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nondestructive testing; Piping; Pressure vessel; Magnetic flux leakage; Engineering; Structural integrity; Mechanical engineering; Submarine pipeline; Corrosion; Welding; Ultrasonic testing; Integrity management; Pipeline transport; Forensic engineering; Ultrasonic sensor; Construction engineering; Structural engineering; Acoustics; Materials science; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005808913,0.0001407073,0.0003308703,0.0003393959,0.00005508407,0.00001605336,0.0002982324,0.0002724564,0.0004444636],"category_scores_gemma":[0.0004406537,0.00008722348,0.00008437105,0.0003268174,0.0002513841,0.0001291289,0.00003202553,0.0006735662,0.000002412045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003806665,"about_ca_system_score_gemma":0.00002951776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004302772,"about_ca_topic_score_gemma":0.000007851278,"domain_scores_codex":[0.9988518,0.00007847451,0.0004409957,0.0001082891,0.0003889853,0.0001313942],"domain_scores_gemma":[0.9989156,0.0001342669,0.0002263417,0.0002209033,0.0004715485,0.00003138066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002302731,0.000125936,0.00088676,0.0002310761,0.001903178,0.000009014476,0.001860077,0.3368809,0.04079678,0.02913715,0.09634537,0.4915935],"study_design_scores_gemma":[0.002192048,0.0005518936,0.01038209,0.0002395259,0.002637858,0.0004812776,0.00304748,0.1111357,0.3224331,0.1454906,0.4008509,0.0005575216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853207,0.00327505,0.0003213382,0.006879834,0.0008684471,0.0002095396,0.00001561205,0.00004877547,0.003060694],"genre_scores_gemma":[0.996177,0.0002776219,0.001017359,0.00002965779,0.002440963,0.000002161146,6.108673e-7,0.00001081316,0.00004381378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4910359,"threshold_uncertainty_score":0.4866564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282952879127844,"score_gpt":0.2612265509495525,"score_spread":0.2483970221582741,"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."}}