{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002484046,0.001139792,0.0008132066,0.002096298,0.0002427146,0.0006356952,0.001432729,0.001081426,0.00054822],"category_scores_gemma":[0.006703568,0.000407087,0.000595067,0.0009048028,0.0004258704,0.001208985,0.0007068231,0.0005813545,0.0003264588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003025185,"about_ca_system_score_gemma":0.0002367361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005209161,"about_ca_topic_score_gemma":0.0009423955,"domain_scores_codex":[0.9959993,0.001050092,0.0002044944,0.0004468205,0.002126092,0.0001731825],"domain_scores_gemma":[0.9939988,0.00272167,0.0008134073,0.0005980879,0.001749184,0.0001188273],"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":[0.001131325,0.000141478,0.0066991,0.001101882,0.0001420593,0.0001764723,0.0002674216,0.001794696,0.8622106,0.0003831518,0.0002049235,0.1257469],"study_design_scores_gemma":[0.00004312845,0.003725994,0.02408328,0.0000621283,0.0002501098,0.002071946,0.0002734018,0.01527869,0.9488609,0.0004125261,0.004860931,0.00007696532],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6998981,0.02054385,0.2726457,0.000298407,0.0003443913,0.0003374901,0.000357567,0.0009638306,0.004610788],"genre_scores_gemma":[0.8645005,0.01123606,0.1192479,0.0001073567,0.0001192256,0.0001888786,0.0004206018,0.0001721407,0.004007327],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002484046,"threshold_uncertainty_score":0.01313698,"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."}}