{"id":"W60085154","doi":"10.5006/c2002-02091","title":"Analysis of Corrosion Rates on a Gas Transmission Pipeline","year":2002,"lang":"en","type":"article","venue":"","topic":"Material Properties and Applications","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BP (Canada); TransCanada (Canada)","funders":"","keywords":"Corrosion; Pipeline (software); Materials science; Gas pipeline; Pipeline transport; Environmental science; Metallurgy; Petroleum engineering; Engineering; Mechanical engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008627472,0.00005856972,0.0001464416,0.0000659319,0.00005417493,0.00001991247,0.00009881383,0.00002520748,0.02694339],"category_scores_gemma":[0.000006992103,0.00003677774,0.00005502246,0.0002600274,0.00002773749,0.00003538308,0.00001269969,0.0000161523,0.0002255769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005825364,"about_ca_system_score_gemma":0.000001970345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001387985,"about_ca_topic_score_gemma":0.000009961916,"domain_scores_codex":[0.9994459,0.00002001523,0.0001891535,0.0001455144,0.0001114971,0.00008797176],"domain_scores_gemma":[0.9996793,0.00001974445,0.00004696246,0.0001823676,0.00003347816,0.00003813158],"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":[0.00001813566,0.00008484002,0.00003606995,0.000006607946,0.000002806956,1.29286e-7,0.00005954667,0.0003721498,0.9948004,0.0005346017,0.001521917,0.002562822],"study_design_scores_gemma":[0.0001007531,0.00005547332,0.0001362333,0.00001005681,0.00007923633,1.763429e-7,0.00002048276,0.06742341,0.9258978,0.00004723351,0.006169941,0.00005918535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777806,0.00004536521,0.009327342,0.0006166823,0.00004622655,0.0001059886,0.000017765,0.00004769098,0.01201228],"genre_scores_gemma":[0.9960319,0.00005359675,0.0005909795,0.0001156098,0.0000157336,0.000007804229,0.000007015396,0.00000404059,0.003173289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06890256,"threshold_uncertainty_score":0.9739461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893401412122295,"score_gpt":0.256991933433242,"score_spread":0.228057919312019,"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."}}