{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002118367,0.0004697615,0.0004488599,0.0001655348,0.0001937932,0.0002755207,0.0002645146,0.0003509312,0.0004024614],"category_scores_gemma":[0.0002243109,0.0001440812,0.0005826731,0.0002232716,0.0001699289,0.0001623451,0.0002043192,0.000358653,0.0002179046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296436,"about_ca_system_score_gemma":0.0003273817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005271878,"about_ca_topic_score_gemma":0.008737409,"domain_scores_codex":[0.9997184,0.00004656989,0.00002595366,0.00004755053,0.0001213298,0.00004013439],"domain_scores_gemma":[0.9997925,0.00001609189,0.00005233317,0.00001238538,0.0001064568,0.00002032635],"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":[0.00007773101,0.00003560082,0.0009483714,0.00006915161,0.00001180088,0.00004686266,0.00004658008,0.0001382552,0.9976864,0.00001116629,0.000009391967,0.0009186774],"study_design_scores_gemma":[0.000004946919,0.001575397,0.01221787,0.00001440609,0.0000472621,0.0001777292,0.0001279246,0.0008621935,0.9841547,0.00001374804,0.0007934151,0.00001040432],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998324,0.0003116926,0.0007625645,0.0000171015,0.000007116794,0.00001507264,0.0000801606,0.000007649061,0.000474567],"genre_scores_gemma":[0.995349,0.0006397546,0.00196078,0.00001563936,0.000003621708,0.00001609664,0.0001961419,0.000006622145,0.001812373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005271878,"threshold_uncertainty_score":0.01048237,"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."}}