{"id":"W3080414115","doi":"10.5006/c2020-14591","title":"The Development of Novel Corrosion Inhibitors for High Temperature Sour Gas Environments","year":2020,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Sour gas; Corrosion; Materials science; High-temperature corrosion; Metallurgy; Environmental science; Waste management; Engineering; Natural gas","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":[0.0001742771,0.00009858506,0.0001059996,0.00001188876,0.0002716517,0.00003958267,0.0001340209,0.00005634872,0.0001774496],"category_scores_gemma":[0.00003427583,0.00006122303,0.00004031607,0.0000567834,0.0000444796,0.00008507236,0.00008570337,0.00004840565,0.00003907151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002773143,"about_ca_system_score_gemma":0.00003558509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001892485,"about_ca_topic_score_gemma":0.000005716518,"domain_scores_codex":[0.9990866,0.00001266998,0.0003075443,0.0002000303,0.000239494,0.0001537162],"domain_scores_gemma":[0.9996628,0.00003431277,0.00009458114,0.0001136463,0.00002570323,0.00006897048],"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":[0.00005742981,0.00005653533,0.00004448618,0.000008032526,1.838733e-7,6.689451e-8,0.0003352782,0.00001172126,0.9968567,0.0001559807,0.001928524,0.0005450561],"study_design_scores_gemma":[0.0004734104,0.00008587603,0.0003993509,0.00001658875,0.00000606493,4.232975e-7,0.000292451,0.00004862525,0.9949677,0.00001432346,0.003607763,0.00008742348],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857104,0.00001055927,0.01278689,0.0007304354,0.0003494386,0.0003285356,0.0000268865,0.00002682677,0.00002995493],"genre_scores_gemma":[0.9930063,0.000003617971,0.006337519,0.0001963539,0.00006516137,0.00004377623,0.00001934267,0.00001057421,0.0003173361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007295847,"threshold_uncertainty_score":0.2496603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02513470836764646,"score_gpt":0.2405669833238214,"score_spread":0.215432274956175,"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."}}