{"id":"W4409799873","doi":"10.11159/icsect25.137","title":"Corrosion Studies on Reinforced Concrete Produced with Secondary Treated Wastewater and Fly Ash with Sodium Nitrite as Corrosion Inhibitor","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Magnesium Oxide Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fly ash; Corrosion; Sodium nitrite; Corrosion inhibitor; Wastewater; Sodium; Nitrite; Metallurgy; Chemistry; Materials science; Waste management; Nuclear chemistry; Composite material; Organic chemistry; Nitrate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000077654,0.0002685746,0.0002710631,0.00008879081,0.0002504195,0.00008827837,0.0001504346,0.00003817386,0.00002397685],"category_scores_gemma":[0.00001359437,0.0001505307,0.00002416659,0.0001257659,0.000251035,0.000191222,0.0001767834,0.0001544256,0.000001468668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004815717,"about_ca_system_score_gemma":0.000007375957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001025434,"about_ca_topic_score_gemma":0.000005733811,"domain_scores_codex":[0.9989735,0.000004572087,0.0002312645,0.0003763973,0.0002052419,0.0002090087],"domain_scores_gemma":[0.9996068,0.00003540499,0.0001397636,0.0001341232,0.00002515727,0.00005874425],"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":[0.0004225639,0.000002648068,0.0006980085,0.0002603197,0.00001144961,5.431447e-7,0.0001794913,0.0003726499,0.997328,0.0005425948,0.0000942043,0.000087493],"study_design_scores_gemma":[0.0008349476,0.0003124379,0.001129041,0.0006497464,0.00005381081,0.00001447435,0.0005271909,0.001584023,0.9944623,0.0000215129,0.000195037,0.0002155246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985067,0.0001520786,9.229457e-7,0.0003025341,0.0001769342,0.0005046616,0.00001884639,0.0000488903,0.0002883872],"genre_scores_gemma":[0.9963653,0.00004828649,0.0001689485,0.00008901152,0.00002356285,0.00006510463,0.000004143758,0.00002083054,0.003214783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002926396,"threshold_uncertainty_score":0.6138464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004900866111087431,"score_gpt":0.1893478770953107,"score_spread":0.1844470109842233,"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."}}