{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001000456,0.0001013205,0.0001464295,0.0001229217,0.00007270702,0.0000139454,0.00005832149,0.00005641492,0.00009185373],"category_scores_gemma":[0.000006397751,0.00008428921,0.00004369063,0.0002196132,0.00008084207,0.0003028163,0.00001518283,0.0001237248,0.000001338478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007694558,"about_ca_system_score_gemma":0.00000630032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006894161,"about_ca_topic_score_gemma":0.001210094,"domain_scores_codex":[0.9993792,0.00002765195,0.0002140639,0.0001557011,0.0001133121,0.0001101018],"domain_scores_gemma":[0.999689,0.0000308644,0.00002248279,0.0001434516,0.00006198343,0.00005222798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000491096,0.0003820535,0.03546973,0.002499632,0.001500203,0.00002695597,0.04076868,0.3803347,0.01478786,0.1282485,0.02233639,0.3731542],"study_design_scores_gemma":[0.001356231,0.001227993,0.7404268,0.00006930128,0.0001395598,0.0000543286,0.1819967,0.0411236,0.02449732,0.006932678,0.001410274,0.0007651544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930723,0.00002412297,0.004930508,0.0003387355,0.0001131867,0.0001957641,0.000009447239,0.0001403571,0.001175587],"genre_scores_gemma":[0.9761046,0.0001794024,0.02353572,0.00002294713,0.00004199519,0.00001745274,0.000008515833,0.00000692601,0.00008249593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7049571,"threshold_uncertainty_score":0.3437214,"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."}}