{"id":"W2106305796","doi":"10.5006/1.3287711","title":"Comparison of Laboratory Methodologies to Evaluate Corrosion Inhibitors for Oil and Gas Pipelines","year":2003,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"Devon Energy (Canada); Natural Resources Canada","funders":"","keywords":"Corrosion; Pipeline transport; Petroleum engineering; Environmental science; Metallurgy; Materials science; Forensic engineering; 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":[0.001424351,0.0002126909,0.000435798,0.0001401811,0.0002119025,0.00005033012,0.0001256067,0.0001347805,0.0001262464],"category_scores_gemma":[0.001298779,0.0001743132,0.00007286341,0.000255237,0.0001083116,0.0001865186,0.00009776612,0.00008175551,0.00003252798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004465258,"about_ca_system_score_gemma":0.00006011228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008323282,"about_ca_topic_score_gemma":0.00001215542,"domain_scores_codex":[0.9981156,0.0003013153,0.0005489918,0.0004353906,0.0003202013,0.0002784776],"domain_scores_gemma":[0.9985266,0.0003754595,0.0002301711,0.000296221,0.0004363862,0.0001351893],"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":[0.0001658815,0.00006490719,0.001728861,0.0000694619,5.174886e-8,2.986463e-7,0.0003925931,0.00008560158,0.9840289,0.0001207429,0.004299299,0.009043375],"study_design_scores_gemma":[0.0005876983,0.0004953944,0.0001375212,0.0001678761,0.00003985264,0.000002395426,0.0005976433,0.0001886667,0.9936246,0.000370446,0.003576619,0.0002112985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371248,0.0004745325,0.05998648,0.000154324,0.001736326,0.0002589569,0.00007546115,0.00009479762,0.00009426739],"genre_scores_gemma":[0.9748771,0.00007674352,0.02449941,0.0001154754,0.00005771666,0.00009034601,0.0000179095,0.00002537805,0.0002399606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03775221,"threshold_uncertainty_score":0.7108285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09778639577968773,"score_gpt":0.3911389697541281,"score_spread":0.2933525739744404,"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."}}