{"id":"W2022810209","doi":"10.2118/140780-ms","title":"Environmentally Acceptable Polymeric Corrosion Inhibitors","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Corrosion; Adsorption; Quartz crystal microbalance; Surface tension; Critical micelle concentration; Chemical engineering; Materials science; Asphaltene; Monomer; Environmental science; Process engineering; Chemistry; Petroleum engineering; Micelle; Polymer; Organic chemistry; Metallurgy; Composite material; Engineering; Thermodynamics","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":[0.0001852771,0.00051887,0.0001746983,0.000279367,0.0001370196,0.0003567259,0.0003159983,0.0003963178,0.002304053],"category_scores_gemma":[0.0003142668,0.0001356604,0.0001901671,0.0001309231,0.0001719874,0.0002378751,0.0002356419,0.0005463718,0.0007407686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001981139,"about_ca_system_score_gemma":0.0002153897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005868059,"about_ca_topic_score_gemma":0.000957464,"domain_scores_codex":[0.9996031,0.00006847845,0.00001953468,0.0000579122,0.0002015181,0.00004949186],"domain_scores_gemma":[0.9997708,0.0000329902,0.00007892741,0.0000153553,0.00007642718,0.0000255402],"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":[0.00007237099,0.00003858858,0.0002239697,0.0002015917,0.00001026889,0.00009576203,0.00001395086,0.0002851014,0.9884381,0.0003621757,0.0002618112,0.009996354],"study_design_scores_gemma":[0.000006833202,0.0004723094,0.0007964518,0.00001794529,0.00001733361,0.0002940359,0.00001026204,0.0003476769,0.9813241,0.00003301551,0.01667522,0.000004807786],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8631451,0.02143977,0.07175484,0.0004489039,0.0003102999,0.0003872474,0.001153368,0.0006495863,0.04071089],"genre_scores_gemma":[0.9488719,0.006198232,0.02174686,0.0002222374,0.00007147215,0.0001102349,0.0007496303,0.00008572341,0.02194377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002304053,"threshold_uncertainty_score":0.007707834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095274978693767,"score_gpt":0.2043990744615234,"score_spread":0.1934463246745857,"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."}}