{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001782496,0.0003429201,0.0002597371,0.0002455378,0.000467982,0.000121853,0.0002909614,0.0003523674,0.001338044],"category_scores_gemma":[0.0001156351,0.0001359344,0.0002869011,0.0002580482,0.0002052596,0.0002484325,0.0001968244,0.000326093,0.0001889896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003620733,"about_ca_system_score_gemma":0.0002109474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007187168,"about_ca_topic_score_gemma":0.008225273,"domain_scores_codex":[0.9998754,0.00000631198,0.000007860075,0.00003372985,0.00004843757,0.00002826848],"domain_scores_gemma":[0.9998784,0.00001863121,0.00002379498,0.000017189,0.00004630235,0.00001562433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001863307,0.00009316664,0.002626182,0.00007131327,0.000004698254,0.0001643141,0.0001342117,0.0006722186,0.9937099,0.00008769616,0.0000926272,0.002157289],"study_design_scores_gemma":[0.00003428141,0.00140381,0.01925352,0.000008823285,0.00002640069,0.0001764667,0.0001989354,0.004763676,0.9725977,0.00008210487,0.001431543,0.00002280748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997973,0.0001051665,0.0009540545,0.00002828782,0.000006973052,0.00001760638,0.0001198679,0.00002212838,0.0007727849],"genre_scores_gemma":[0.9957199,0.000256512,0.002131496,0.0000144028,0.00000462193,0.00002215577,0.0001864039,0.000005211583,0.00165929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007187168,"threshold_uncertainty_score":0.01429063,"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."}}