{"id":"W2614916797","doi":"10.5006/c2014-4254","title":"Methodology for Accelerated Microbiologically Influenced Corrosion in under Deposits from Crude Oil Transmission Pipelines","year":2014,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Corrosion; Pipeline transport; Crude oil; Petroleum engineering; Metallurgy; Environmental science; Materials science; Geology; Environmental 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":[0.000607529,0.0001767818,0.000307371,0.00008123208,0.0001144296,0.00005825796,0.0002035456,0.0002487043,0.0008665526],"category_scores_gemma":[0.0001431936,0.000125917,0.00007140311,0.0001385416,0.00005808056,0.000165031,0.00004761459,0.00009473259,0.00005649243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003508314,"about_ca_system_score_gemma":0.00002614043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002249864,"about_ca_topic_score_gemma":0.0002697501,"domain_scores_codex":[0.9983103,0.0003689339,0.000466189,0.0004672941,0.00009619087,0.0002911111],"domain_scores_gemma":[0.9989979,0.0005193745,0.00009439281,0.0001805492,0.0001265887,0.00008121306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002578778,0.00008006436,0.0004212862,0.0000080964,1.422148e-7,5.033928e-7,0.0000660205,0.0001409251,0.9876618,0.0001009308,0.0001940022,0.01106835],"study_design_scores_gemma":[0.001129349,0.0001786278,0.004840963,0.0000626734,0.00001304453,0.000003260397,0.00004009538,0.0006784843,0.9912666,0.00106298,0.0005265175,0.0001974253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6704096,0.00002615567,0.3288101,0.00022621,0.0002298796,0.0001204625,0.00001376932,0.00008579212,0.0000779625],"genre_scores_gemma":[0.943001,0.00002288413,0.05546259,0.001029511,0.00005090773,0.00005400649,0.0001082678,0.00001351186,0.0002573747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2733475,"threshold_uncertainty_score":0.9488144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08421102717827517,"score_gpt":0.3289026148260228,"score_spread":0.2446915876477477,"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."}}