{"id":"W2070416958","doi":"10.1007/s10800-009-9998-8","title":"Theoretical and experimental study of galvanic coupling effects between carbon steel and stainless steels","year":2009,"lang":"en","type":"article","venue":"Journal of Applied Electrochemistry","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Galvanic cell; Galvanic corrosion; Materials science; Metallurgy; Carbon steel; Corrosion; Carbon fibers; Electrochemistry; Coupling (piping); Service life; Galvanization; Electrode; Composite material; Layer (electronics); Chemistry","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":[0.0002106242,0.0001487653,0.0003749939,0.00003568418,0.00002631052,0.00001932236,0.00008982205,0.00007939554,0.000006280064],"category_scores_gemma":[0.00001564177,0.0001349086,0.00003331563,0.0000696548,0.00005346241,0.00002655171,0.00002220193,0.0003054422,4.598396e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005640156,"about_ca_system_score_gemma":0.00001900471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.156e-7,"about_ca_topic_score_gemma":9.230023e-8,"domain_scores_codex":[0.9991438,0.000007766062,0.0003467034,0.0001229456,0.0002049236,0.0001738219],"domain_scores_gemma":[0.9995034,0.0001228341,0.0000933795,0.0001173931,0.00003719692,0.000125837],"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":[0.0001305352,0.00007550573,0.000697997,0.00008515951,0.00003168722,0.00000514841,0.0004326765,0.00008468376,0.9977437,0.0001343615,0.000003807197,0.0005747134],"study_design_scores_gemma":[0.001395307,0.0006811402,0.002427006,0.00003332943,0.00006049071,0.00002044856,0.001127153,0.000996826,0.9927236,0.0004033443,0.000001914009,0.0001293986],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981279,0.0008136911,0.00005644839,0.000007538606,0.00001930245,0.0001401592,4.969382e-7,0.00002023636,0.0008141845],"genre_scores_gemma":[0.9998154,0.00002706773,0.0000524823,0.000007815588,0.00008197012,0.000002029306,4.276008e-7,0.00001175303,0.000001073856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005020082,"threshold_uncertainty_score":0.5501415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003296778935634193,"score_gpt":0.2174006342834918,"score_spread":0.2141038553478576,"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."}}