{"id":"W2105197049","doi":"10.5006/1.3319100","title":"Effect of Field Operational Variables on Internal Pitting Corrosion of Oil and Gas Pipelines","year":2009,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Devon Energy (Canada)","funders":"Australian Government","keywords":"Pitting corrosion; Corrosion; Pipeline transport; Metallurgy; Materials science; Petroleum engineering; Fossil fuel; Oil field; Environmental science; Forensic engineering; Engineering; Waste management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000625758,0.000751711,0.000644277,0.0003434861,0.0004694958,0.0006148709,0.0003799253,0.0003063397,0.0008404208],"category_scores_gemma":[0.001412379,0.0002795753,0.0004075145,0.0003455021,0.0005440221,0.0004288964,0.0003214868,0.0006175519,0.00009318707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00075229,"about_ca_system_score_gemma":0.0004261149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008030433,"about_ca_topic_score_gemma":0.006654719,"domain_scores_codex":[0.9996048,0.00008868201,0.00002542421,0.00009898619,0.00009526421,0.00008700399],"domain_scores_gemma":[0.9985223,0.0006155801,0.0002800628,0.00008088021,0.0003724103,0.000128735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004181374,0.000668464,0.01221148,0.0002781174,0.00007440773,0.0002385673,0.0003207223,0.002706693,0.9666396,0.00007017217,0.0002006971,0.01240965],"study_design_scores_gemma":[0.0000851123,0.01282772,0.05112781,0.00002401825,0.0001329867,0.0001727898,0.0003455786,0.004658869,0.9294318,0.0001030955,0.001039227,0.00005101712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990579,0.0001526528,0.0004747742,0.00001294355,0.00001033392,0.00001297185,0.00009769772,0.00001328732,0.0001672987],"genre_scores_gemma":[0.9983742,0.000153273,0.0008249314,0.00001957474,0.000008205068,0.00001554984,0.0002071186,0.000009913167,0.0003871256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008030433,"threshold_uncertainty_score":0.01596743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00921657762497788,"score_gpt":0.2683861805861658,"score_spread":0.2591696029611879,"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."}}