{"id":"W2019291141","doi":"10.1016/j.electacta.2010.10.059","title":"Localized corrosion of carbon steel in a CO2-saturated oilfield formation water","year":2010,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":147,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Corrosion; Galvanic cell; Materials science; Anode; Dielectric spectroscopy; Cathode; Galvanic anode; Scanning electron microscope; Metallurgy; Galvanic corrosion; Carbon steel; Polarization (electrochemistry); Electrochemistry; Cathodic protection; Composite material; Electrode; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001911304,0.0002986063,0.0003117105,0.0002291123,0.0003898991,0.0003404845,0.0003848937,0.0003941431,0.00127676],"category_scores_gemma":[0.0003338951,0.0001191165,0.000159577,0.0002127017,0.0003628351,0.0002751233,0.0001781969,0.0003406714,0.0002267275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007173335,"about_ca_system_score_gemma":0.0004851047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01556578,"about_ca_topic_score_gemma":0.01411263,"domain_scores_codex":[0.9997669,0.00002631848,0.000008690253,0.0000484132,0.00007678771,0.00007294651],"domain_scores_gemma":[0.9998083,0.00003691857,0.00002253763,0.0000131642,0.00008993078,0.00002914706],"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":[0.0008091192,0.00004297617,0.0008296276,0.00004801989,0.000007136608,0.0001816709,0.00006638256,0.0004937518,0.9958366,0.00008546955,0.0001350987,0.001464078],"study_design_scores_gemma":[0.00002219268,0.000543794,0.005365042,0.000003547986,0.00001055838,0.00005865082,0.0001106541,0.005336477,0.9880924,0.00002704653,0.0004222864,0.000007340164],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983571,0.0001433555,0.0004321999,0.00004502574,0.000008246536,0.000006851539,0.0001086408,0.00002341376,0.0008752467],"genre_scores_gemma":[0.9984724,0.00007400482,0.0002466159,0.000007851787,0.000004450859,0.000002973321,0.0001183731,0.000003880953,0.001069595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01556578,"threshold_uncertainty_score":0.03095037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007950316263117322,"score_gpt":0.2288232858236151,"score_spread":0.2208729695604977,"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."}}