{"id":"W1656658247","doi":"10.3968/6879","title":"Experimental Study on Corrosion Mechanism in Guangli Oilfield","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casing; Corrosion; Fouling; Magnetite; Metallurgy; Formation water; Materials science; Salinity; Petroleum engineering; Environmental science; Chemistry; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001186505,0.0001205416,0.0001201735,0.0002049959,0.00001813089,0.00001719378,0.00005880539,0.00004447216,0.000002200873],"category_scores_gemma":[0.00001755882,0.0001163067,0.000005403954,0.0001087632,0.000008157983,0.0003000189,0.00002882769,0.000113258,0.00001208259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166801,"about_ca_system_score_gemma":0.00001058041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001583354,"about_ca_topic_score_gemma":0.00004407742,"domain_scores_codex":[0.9993837,0.000009727056,0.0001877518,0.0001468079,0.0001378636,0.0001340915],"domain_scores_gemma":[0.999839,0.00001583916,0.00001303768,0.000088666,0.000007982831,0.00003544041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001467708,0.001305115,0.01621653,0.00005968803,0.00001531169,0.0001347419,0.03223486,0.8644926,0.003374717,0.00670982,0.000249597,0.07506024],"study_design_scores_gemma":[0.01068351,0.003188548,0.005689602,0.0004540216,0.000006455361,0.00001368761,0.1904712,0.1430216,0.6055664,0.005897974,0.03286391,0.002143072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591439,0.001758725,0.03615855,0.00005274838,0.0007573876,0.0001893335,4.882997e-7,0.0004209114,0.001517972],"genre_scores_gemma":[0.997745,0.0001449741,0.001909211,0.00001274074,0.00001094888,0.0001411181,0.000004099154,0.00001176089,0.00002008298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.721471,"threshold_uncertainty_score":0.4742851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02949160665619214,"score_gpt":0.2598786937518034,"score_spread":0.2303870870956113,"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."}}