{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001982137,0.001650676,0.0009089983,0.0008565877,0.0004391142,0.0006369086,0.00122755,0.0006037284,0.001056765],"category_scores_gemma":[0.002623916,0.0003960844,0.0006387606,0.0005330614,0.0004781217,0.0004878622,0.0006087613,0.0006719592,0.000406404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006580094,"about_ca_system_score_gemma":0.0008224354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003099407,"about_ca_topic_score_gemma":0.005041901,"domain_scores_codex":[0.9977875,0.0007921229,0.0002496892,0.0003531834,0.000699195,0.0001183282],"domain_scores_gemma":[0.9974382,0.0007402835,0.0006721611,0.0002995476,0.0007092195,0.0001405331],"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":[0.0006022519,0.001101816,0.002343762,0.0005892575,0.0001066007,0.00005896395,0.0001148289,0.001157538,0.9804302,0.0001865574,0.0002432285,0.01306496],"study_design_scores_gemma":[0.00006108823,0.00678182,0.003247872,0.0000294728,0.0001555904,0.0002261359,0.00006674487,0.002551661,0.9847412,0.00008972301,0.002015658,0.00003327543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731596,0.007639135,0.1133883,0.0003301143,0.0002221511,0.0008234887,0.0008200083,0.0004047561,0.003212346],"genre_scores_gemma":[0.8284822,0.01018343,0.1512095,0.0001709202,0.0001751872,0.001592998,0.002278808,0.0001130382,0.005793807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003099407,"threshold_uncertainty_score":0.01048267,"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."}}