{"id":"W1994430300","doi":"10.1115/ipc2008-64265","title":"Implementation of an Integrity Management Strategy to Optimize Future Inspection, Maintenance and Rehabilitation Activities","year":2008,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Integrity management; Pipeline transport; Pipeline (software); Refinery; Reliability (semiconductor); Corrosion; Oil refinery; Electromagnetic shielding; Reliability engineering; Computer science; Risk analysis (engineering); Engineering; Environmental science; Forensic engineering; Waste management; Mechanical engineering; Materials science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005517528,0.0009950181,0.0006109165,0.003684323,0.001736633,0.004000293,0.002518203,0.001285051,0.002225738],"category_scores_gemma":[0.009512709,0.0004983366,0.0004710803,0.001365338,0.0006216001,0.003769235,0.00216848,0.001200903,0.001442362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003331377,"about_ca_system_score_gemma":0.00974326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267253,"about_ca_topic_score_gemma":0.01880362,"domain_scores_codex":[0.9963152,0.0006205337,0.0001824386,0.0004809118,0.001852824,0.0005481573],"domain_scores_gemma":[0.9910771,0.0004551191,0.001561436,0.0009125814,0.005298833,0.0006950414],"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":[0.0001752412,0.0009598007,0.02803124,0.0002728585,0.00009952513,0.0003527009,0.001569979,0.06925704,0.07535962,0.009869559,0.01258329,0.8014692],"study_design_scores_gemma":[0.0001506876,0.002747104,0.1116037,0.0007128878,0.0003517194,0.001317599,0.007157644,0.5213996,0.1548683,0.01542027,0.1838755,0.0003948303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1311738,0.0008425572,0.8108335,0.005554942,0.0001401045,0.002096823,0.0003818566,0.005684549,0.04329183],"genre_scores_gemma":[0.5532992,0.0004457845,0.4332537,0.0004324492,0.00005558478,0.0004634957,0.0008228709,0.0002773792,0.01094954],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01267253,"threshold_uncertainty_score":0.02917981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009286617921438579,"score_gpt":0.2553466518184865,"score_spread":0.2460600338970479,"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."}}