{"id":"W2052585771","doi":"10.1016/j.corsci.2012.01.015","title":"Electrochemical evaluation of the corrosion behaviour of API-X100 pipeline steel in aerated bicarbonate solutions","year":2012,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":136,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Qatar National Research Fund","keywords":"Corrosion; Bicarbonate; Passivation; Cathodic protection; Dielectric spectroscopy; Chloride; Polarization (electrochemistry); Anode; Electrochemistry; Materials science; Aeration; Inorganic chemistry; Chemistry; Metallurgy; Composite material; Electrode","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004717594,0.0001592774,0.0002400181,0.0002464456,0.0002687049,0.00003084461,0.0005902457,0.0001032986,0.0002897585],"category_scores_gemma":[0.0006623759,0.000115339,0.00008605948,0.001865127,0.0007422462,0.0006325031,0.0003394231,0.0001866745,0.00002181477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002594846,"about_ca_system_score_gemma":0.0004259364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004250053,"about_ca_topic_score_gemma":0.00002429198,"domain_scores_codex":[0.9963516,0.0002426547,0.0006688383,0.0003774635,0.001814725,0.0005447365],"domain_scores_gemma":[0.9979553,0.00007434301,0.0003823278,0.0005503911,0.0009037947,0.0001338279],"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":[0.00003116054,0.0002916559,0.01760996,0.000005450123,2.382783e-8,5.593991e-8,0.0002409543,0.0000629233,0.9810776,0.000183837,0.00007161382,0.0004248083],"study_design_scores_gemma":[0.000497769,0.000053047,0.05446737,0.0001148817,0.00003573465,0.000007550063,0.0001245388,0.006858957,0.937619,0.00008420733,0.00001151705,0.0001254785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995257,0.0001807681,0.00272031,0.00007245368,0.001014434,0.0004859421,0.00002008328,0.00002710038,0.0002218702],"genre_scores_gemma":[0.9995926,0.00001394091,0.0002174966,0.00003763096,0.00003039595,0.00004043633,0.00000714353,0.000009874533,0.00005049347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0434586,"threshold_uncertainty_score":0.4703387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05365298727499785,"score_gpt":0.3173762483560793,"score_spread":0.2637232610810815,"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."}}