{"id":"W2042638737","doi":"10.2523/iptc-13281-ms","title":"Evaluating Corrosion Inhibitors For Sour Gas Subsea Pipelines","year":2009,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Subsea; Citation; Pipeline transport; Sour gas; Library science; Computer science; Engineering; Natural gas; Mechanical engineering; Marine engineering; Waste management","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":[0.000239661,0.0002114082,0.0001951166,0.0005200647,0.00005967659,0.00004929586,0.0005515745,0.0002785979,0.00002296182],"category_scores_gemma":[0.0005516131,0.0002160587,0.00006950399,0.000188666,0.00006867906,0.0001114445,0.00004515559,0.0003142224,0.00002319012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008669373,"about_ca_system_score_gemma":0.00002144009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001156123,"about_ca_topic_score_gemma":0.000004109513,"domain_scores_codex":[0.998937,0.000006793915,0.0002942739,0.0002614206,0.0001964023,0.0003041618],"domain_scores_gemma":[0.9993696,0.00008159961,0.00005248872,0.000249928,0.0002139723,0.0000323772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005849291,0.00008614992,0.002271092,0.00004610112,0.00006821179,0.00001410736,0.00005793612,0.05971125,0.3271664,0.05446553,0.004779381,0.5512754],"study_design_scores_gemma":[0.0006775736,0.0003984404,0.0006040941,0.0001425859,0.00001795303,0.00002868963,0.0001590602,0.8692766,0.08563138,0.03172652,0.01091275,0.0004243313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.698081,0.0003654317,0.2886063,0.005556266,0.001441377,0.0001812453,0.00002332705,0.004440297,0.001304723],"genre_scores_gemma":[0.987728,0.00007014395,0.0117098,0.00004156681,0.0001505959,0.00007072118,0.00002296025,0.0000233151,0.0001829242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8095654,"threshold_uncertainty_score":0.881062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598993864798031,"score_gpt":0.2892676036706291,"score_spread":0.2632776650226488,"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."}}