{"id":"W2004871364","doi":"10.2118/124044-ms","title":"Corrosion Inhibition of Low-Alloy Steels in Brine With Highly Oxygenated Nitrogen Membrane Gas for Underbalanced Drilling Applications","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta","keywords":"Corrosion; Brine; Corrosion inhibitor; Alloy; Metallurgy; Materials science; Chloride; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002461486,0.0003587407,0.000244404,0.000158472,0.0001003526,0.000219714,0.0003643298,0.00021628,0.0006142992],"category_scores_gemma":[0.0004105091,0.0001271407,0.0001810105,0.0001221233,0.0001339291,0.0001771967,0.0002045018,0.0002245125,0.0001811127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002499595,"about_ca_system_score_gemma":0.0001589831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001682421,"about_ca_topic_score_gemma":0.005034343,"domain_scores_codex":[0.9997398,0.0000521714,0.00002328414,0.00003684858,0.0001137107,0.00003422874],"domain_scores_gemma":[0.9997439,0.00003459971,0.0001036283,0.0000159907,0.00008254924,0.00001928765],"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":[0.0000582897,0.000009246479,0.0001123797,0.00004142937,0.000002600945,0.00001742851,0.00001213924,0.00005985872,0.9990705,0.000007407256,0.000008962935,0.0005998333],"study_design_scores_gemma":[0.000003689911,0.0005322979,0.00135781,0.000006430202,0.000008645252,0.00003116697,0.0000168043,0.0003204053,0.9971817,0.000002572298,0.0005356372,0.000002875581],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997568,0.0004775688,0.001307231,0.00001652203,0.000009026497,0.000016483,0.00005053162,0.00002483273,0.0005297689],"genre_scores_gemma":[0.9960913,0.0004927133,0.002174049,0.00001109273,0.000002476627,0.00001227096,0.00009424364,0.00001041485,0.001111409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001682421,"threshold_uncertainty_score":0.003345191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0082551999825498,"score_gpt":0.2130804929481954,"score_spread":0.2048252929656456,"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."}}