{"id":"W253026847","doi":"10.5006/c2010-10274","title":"Evaluation of a New Sour Gas Corrosion Inhibitor for Field Applications via Localized Corrosion Monitoring Techniques","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Sensor Technologies Research","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada)","funders":"","keywords":"Sour gas; Corrosion; Corrosion inhibitor; Materials science; Corrosion monitoring; Metallurgy; Chemistry; Natural gas; Organic chemistry","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":[0.0003606434,0.0001199236,0.0001486098,0.0001525958,0.00006063081,0.00001440565,0.0002054133,0.0002226734,0.0000641373],"category_scores_gemma":[0.0003928177,0.0001144263,0.00005352441,0.0002352612,0.00003202715,0.0001097184,0.00005435295,0.0002791439,0.00001000105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008097889,"about_ca_system_score_gemma":0.00003310114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001697156,"about_ca_topic_score_gemma":0.0000288219,"domain_scores_codex":[0.9989273,0.00001141941,0.0002534938,0.0001781541,0.0004174031,0.0002122189],"domain_scores_gemma":[0.9989845,0.0001506815,0.00004422702,0.0003951304,0.0003666419,0.00005887009],"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":[0.00001364005,0.00001246515,0.00007065308,0.00002526498,0.000001616433,4.362677e-8,0.00001342581,0.0007232017,0.7375234,0.000077566,0.0005974072,0.2609413],"study_design_scores_gemma":[0.0003091352,0.00007198896,0.00001769282,0.00002400464,0.0000177506,0.000001501594,0.00005864901,0.09533076,0.894381,0.004475044,0.005206003,0.0001064788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06264777,0.00007610802,0.9339271,0.00008160382,0.0002245087,0.0014943,0.000003764431,0.0009500858,0.0005947404],"genre_scores_gemma":[0.8713672,0.00005034051,0.1276398,0.000004134262,0.0001589737,0.0005802899,0.00000565487,0.00003285454,0.0001607562],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8087194,"threshold_uncertainty_score":0.4666167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03646829885095107,"score_gpt":0.3459662921780382,"score_spread":0.3094979933270872,"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."}}