{"id":"W2062661370","doi":"10.5006/1.3277529","title":"Comparison of Techniques for Monitoring Corrosion Inhibitors in Oil and Gas Pipelines","year":2003,"lang":"en","type":"article","venue":"CORROSION","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Devon Energy (Canada); Natural Resources Canada","funders":"","keywords":"Corrosion; Pipeline transport; Petroleum engineering; Environmental science; Metallurgy; Forensic engineering; Materials science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002352154,0.0001597742,0.0002667836,0.0001704322,0.00004109414,0.00001392054,0.00008007105,0.0001198405,0.000001413133],"category_scores_gemma":[0.0002265641,0.0001644912,0.00003223495,0.0001860237,0.00004642209,0.0001075669,0.00003078926,0.0001401879,4.459387e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000719797,"about_ca_system_score_gemma":0.000009390191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000118485,"about_ca_topic_score_gemma":0.000005505724,"domain_scores_codex":[0.9991665,0.00002469388,0.0003464035,0.0001751619,0.0001030508,0.0001841598],"domain_scores_gemma":[0.9995094,0.0001458107,0.00006979508,0.0001613156,0.00007261888,0.00004105745],"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":[0.00001111212,0.00002603887,0.1387691,0.0001801495,2.436939e-7,4.612018e-7,0.0001395628,0.00002246695,0.8424015,0.0003841699,0.0001792306,0.01788593],"study_design_scores_gemma":[0.0001989584,0.000112679,0.001122396,0.0006944567,0.000007091651,0.000004215741,0.00008671659,0.00146611,0.9876067,0.008275832,0.0002455907,0.0001792478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462143,0.000910902,0.04998153,0.0000113387,0.0004780115,0.0002124269,0.000004905002,0.0007591075,0.001427536],"genre_scores_gemma":[0.7952649,0.0001723382,0.2044283,0.000001460034,0.00003755684,0.00005227053,0.000002519968,0.00003357918,0.000007064943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1544468,"threshold_uncertainty_score":0.6707757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779541289114617,"score_gpt":0.3023768908715283,"score_spread":0.2745814779803821,"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."}}