{"id":"W2045273939","doi":"10.1002/cjce.20027","title":"Corrosion inhibition of carbon steel under two‐phase flow (water‐petroleum) simulated by turbulently agitated system","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Kerosene; Carbon steel; Aqueous solution; Phase (matter); Volumetric flow rate; Materials science; Chemistry; Aqueous two-phase system; Distilled water; Metallurgy; Analytical Chemistry (journal); Chromatography; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002926645,0.0001594062,0.0002789037,0.0001440232,0.00008988924,0.00003346986,0.0001667351,0.00009472163,0.00006504757],"category_scores_gemma":[0.00004151722,0.0001122597,0.00009712388,0.0001387012,0.00008692276,0.0001416212,0.00001705298,0.0002553665,0.000005468724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003889744,"about_ca_system_score_gemma":0.0001444244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008107083,"about_ca_topic_score_gemma":0.00003359829,"domain_scores_codex":[0.9986629,0.00003686893,0.000550035,0.0001204802,0.0003135683,0.0003161202],"domain_scores_gemma":[0.9990751,0.0000431393,0.0001648193,0.0001565436,0.0002154324,0.0003450246],"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":[0.00003949294,0.00001924703,0.00001080821,0.00002335222,0.000001608779,0.00004167125,0.0001863668,0.08297291,0.9165291,0.000008578432,0.0001525769,0.0000143503],"study_design_scores_gemma":[0.00118918,0.00008522609,0.00000628283,0.0002513045,0.00003291034,0.0002729325,0.00002719529,0.05423558,0.9437379,0.000005366095,0.00002976215,0.000126411],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983039,0.0001295295,0.0008891184,0.00009198595,0.0004038918,0.00008580183,0.00004305492,0.00002687185,0.00002583851],"genre_scores_gemma":[0.9997652,0.0000015729,0.00006204378,0.00002548382,0.00008065709,0.000001404115,0.00002386671,0.00002398067,0.00001575837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02873733,"threshold_uncertainty_score":0.4577818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116454830376771,"score_gpt":0.2086160993040281,"score_spread":0.196970616266351,"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."}}