{"id":"W2080096971","doi":"10.5006/1.3278426","title":"Flow-Assisted Corrosion of Carbon Steel Under Neutral Water Conditions","year":2007,"lang":"en","type":"article","venue":"CORROSION","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"","keywords":"Carbon steel; Corrosion; Materials science; Metallurgy; Carbon fibers; Composite material; Composite number","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":[0.0003175232,0.0002279795,0.0002886095,0.0001510183,0.00009446673,0.00001916639,0.0001591288,0.0001971856,0.0002795162],"category_scores_gemma":[0.0000227646,0.0001853988,0.000139653,0.0002159791,0.00009526268,0.0001019484,0.00007148329,0.0002347978,0.00004578025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263219,"about_ca_system_score_gemma":0.00001705689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002150389,"about_ca_topic_score_gemma":0.0001152611,"domain_scores_codex":[0.9985683,0.0000344277,0.0004979909,0.0002591837,0.0002211441,0.0004189376],"domain_scores_gemma":[0.9991059,0.0001118606,0.00004286872,0.0004422897,0.000116674,0.0001804499],"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":[0.00005786248,0.00003835147,0.001227996,0.00006404974,9.744768e-7,0.000007066323,0.0002165577,0.00340813,0.9934767,0.000113797,0.0004514027,0.0009371521],"study_design_scores_gemma":[0.000886074,0.00010835,0.02729208,0.0001001894,0.00003971242,0.00002380645,0.0002416342,0.04013306,0.9295846,0.0002003951,0.001041538,0.0003485961],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741775,0.00010924,0.01942519,0.00004487804,0.001619107,0.0002593345,0.00002677594,0.0003723766,0.003965542],"genre_scores_gemma":[0.9991888,0.0000212107,0.0002046244,0.00007315622,0.0000667089,0.000008922357,0.0001107014,0.00004078892,0.0002850561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0638921,"threshold_uncertainty_score":0.7560344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159643055554602,"score_gpt":0.2383275562808325,"score_spread":0.2223632507253724,"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."}}