{"id":"W220096209","doi":"10.5006/c2005-05288","title":"Test Methodologies and Field Verification of Corrosion Inhibitors to Address under Deposit Corrosion in Oil and Gas Production Systems","year":2005,"lang":"en","type":"article","venue":"","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Corrosion; Fossil fuel; Natural gas field; Production (economics); Petroleum engineering; Oil production; Oil field; Materials science; Metallurgy; Environmental science; Engineering; Waste management; Natural gas","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":[0.001098974,0.0004302344,0.0003741339,0.0004959768,0.0003284822,0.0003559388,0.0007365475,0.0003572352,0.0007380511],"category_scores_gemma":[0.001387704,0.0002187149,0.0002087192,0.0003217609,0.0002775148,0.0003059676,0.0003160461,0.0003461587,0.0002782922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006000492,"about_ca_system_score_gemma":0.0005741149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004114958,"about_ca_topic_score_gemma":0.005532814,"domain_scores_codex":[0.9989548,0.0002373833,0.00008312031,0.0001230273,0.0005281411,0.00007356233],"domain_scores_gemma":[0.9985279,0.0001832003,0.000304612,0.0002022635,0.0007080977,0.00007386523],"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":[0.0001326377,0.0001318565,0.001963774,0.00008311929,0.000008385684,0.00006302119,0.00007170786,0.001363551,0.9885377,0.0001489188,0.00008167844,0.007413621],"study_design_scores_gemma":[0.000008990194,0.001092752,0.001690744,0.000004083832,0.000009145853,0.00009481589,0.00003798219,0.002570712,0.9933817,0.00002014871,0.001083838,0.000005101378],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9162529,0.000484645,0.07918867,0.0000991021,0.00003278401,0.0005322961,0.0002891903,0.0003809093,0.002739467],"genre_scores_gemma":[0.9468185,0.0003137592,0.04944601,0.00002889566,0.000006540396,0.0001700175,0.0003322756,0.00003175393,0.002852192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004114958,"threshold_uncertainty_score":0.008181989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02700327377366351,"score_gpt":0.2684772321537675,"score_spread":0.241473958380104,"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."}}