{"id":"W1485656122","doi":"10.1002/9781119019213.ch41","title":"Integrity Management of Pipeline Facilities","year":2015,"lang":"en","type":"other","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dynamic Systems Analysis (Canada)","funders":"","keywords":"Integrity management; Pipeline (software); Pipeline transport; Plan (archaeology); Engineering; Hazardous waste; Structural integrity; Risk analysis (engineering); Operations management; Waste management; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.0000419276,0.0001578267,0.0002097993,0.0001580692,0.000001903744,0.000003521299,0.0001555639,0.0001975597,0.0006708695],"category_scores_gemma":[0.000003851253,0.0001353306,0.00003028121,0.00008044877,0.00002940103,0.000008341758,0.00004248346,0.0001718994,0.0000799607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002108734,"about_ca_system_score_gemma":0.000003047243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003944389,"about_ca_topic_score_gemma":0.00002002489,"domain_scores_codex":[0.9995868,0.000001639702,0.0001141224,0.00008338071,0.0001019873,0.000112121],"domain_scores_gemma":[0.9996865,0.000003830382,0.00001233622,0.0002662791,0.000010917,0.00002008278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[2.803546e-7,0.000004391895,0.000001742317,0.000772243,0.00008135509,0.000003077618,0.000009710034,0.0003032786,0.000001845516,0.001752124,0.9901219,0.006948042],"study_design_scores_gemma":[0.00006442599,0.000006909284,0.000001580123,0.0001623268,0.00001285829,5.768359e-7,0.0002150491,0.0008252262,0.0002143337,0.0001634376,0.9981869,0.0001463255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001475159,0.002779467,0.008743097,0.000006333627,0.0003711324,0.00007671493,0.0000963992,0.003662879,0.9842492],"genre_scores_gemma":[0.003628057,0.0006955109,0.00779204,6.613279e-7,0.00003851075,0.00000841188,0.00002693612,0.0001744987,0.9876354],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008065041,"threshold_uncertainty_score":0.7345551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641172078683551,"score_gpt":0.2114366024476184,"score_spread":0.1950248816607829,"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."}}