{"id":"W4409507234","doi":"10.5006/c2010-10367","title":"High Level Corrosion Risk Assessment Methodology for Oil &amp; Gas Systems","year":2010,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Corrosion; Fossil fuel; Petroleum engineering; Environmental science; Materials science; Computer science; Reliability engineering; Metallurgy; Engineering; Waste management","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":[0.0007136223,0.0001493035,0.0003175898,0.000075018,0.0001086305,0.00004959,0.000159224,0.0002693323,0.000378257],"category_scores_gemma":[0.0002708382,0.0001077906,0.0001576626,0.0001105222,0.00004936221,0.00007504419,0.00002424859,0.0005032814,0.00003462133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004683723,"about_ca_system_score_gemma":0.00001308924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002100524,"about_ca_topic_score_gemma":0.002139873,"domain_scores_codex":[0.9990892,0.00008821485,0.0002821749,0.0002019007,0.0001151155,0.0002233521],"domain_scores_gemma":[0.9987636,0.0006751486,0.0000437922,0.0003222913,0.0001201687,0.00007498336],"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":[0.00005593919,0.00007744478,0.002774071,0.0008896221,0.0004787633,0.0000018881,0.0003651385,0.2057742,0.6329726,0.06673975,0.01928024,0.0705904],"study_design_scores_gemma":[0.001911549,0.0001888698,0.01092216,0.00007396936,0.0009753943,0.00007850455,0.0007858474,0.7519332,0.08344883,0.02730795,0.1208212,0.001552446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.528545,0.0000540301,0.4650225,0.0002334099,0.004248826,0.0001127348,0.00008822948,0.000267825,0.001427478],"genre_scores_gemma":[0.7722538,0.00009480729,0.224711,0.00002417983,0.0002266765,0.00004796499,0.00004675161,0.00001831647,0.002576486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5495238,"threshold_uncertainty_score":0.4395574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07468111158721091,"score_gpt":0.3240191240033355,"score_spread":0.2493380124161246,"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."}}