{"id":"W2790263042","doi":"10.1016/j.conbuildmat.2018.01.077","title":"Field evaluation of corrosion mitigation on reinforced concrete in marine exposure conditions","year":2018,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National Plan for Science, Technology and Innovation; King Abdulaziz City for Science and Technology; King Fahd University of Petroleum and Minerals","keywords":"Corrosion; Durability; Chloride; Concrete cover; Cementitious; Cement; Service life; Reinforced concrete; Environmental science; Materials science; Metallurgy; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004620639,0.00009455716,0.0001630299,0.0001209121,0.00005136426,0.00002765117,0.00003551424,0.00009257807,0.00121955],"category_scores_gemma":[0.0001920183,0.00009515735,0.00001870396,0.0001090469,0.0001041125,0.0001066668,0.00002018018,0.00004969943,0.000005358935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004189648,"about_ca_system_score_gemma":0.00001685071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001373535,"about_ca_topic_score_gemma":0.000005605382,"domain_scores_codex":[0.9992271,0.00007265445,0.0003223865,0.0001327657,0.0001504121,0.00009469168],"domain_scores_gemma":[0.9995526,0.000072427,0.00006680234,0.0001333919,0.0001398436,0.00003493914],"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":[0.00005405959,5.354392e-7,0.001389917,0.00003654137,0.000001966272,1.28983e-7,0.00007505748,0.00007788451,0.9906709,0.002318827,0.00006710516,0.005307127],"study_design_scores_gemma":[0.0007434468,0.0001170187,0.004392086,0.0001087143,0.00001595753,0.000008714674,0.00008626801,0.003971203,0.9898247,0.0005555162,0.00007693186,0.00009950419],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971392,0.000008105893,0.0003562771,0.00003668584,0.001049592,0.000238369,0.00001750541,0.00007186327,0.001082357],"genre_scores_gemma":[0.9991742,0.00001961862,0.0006305779,0.00003973944,0.00007561211,0.00001856553,0.00002686517,0.000007610206,0.000007227477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005207623,"threshold_uncertainty_score":0.9996935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391757142557457,"score_gpt":0.260749992221697,"score_spread":0.2468324207961225,"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."}}