{"id":"W2490577500","doi":"10.1680/asic.34044.0042","title":"STAINLESS STEEL IN CONCRETE FOR EFFICIENCY AND DURABILITY","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"","keywords":"Durability; Corrosion; Engineering; Agency (philosophy); Cathodic protection; Forensic engineering; Reinforcement; Limiting; Reinforced concrete; Civil engineering; Materials science; Metallurgy; Structural engineering; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002594074,0.0009446353,0.0003495077,0.001530986,0.0006653804,0.0013213,0.0006287678,0.001349121,0.03944578],"category_scores_gemma":[0.0004525584,0.0003301625,0.0003930038,0.001652553,0.0006183388,0.00155683,0.0007678417,0.001547107,0.02810192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257695,"about_ca_system_score_gemma":0.001008151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003155519,"about_ca_topic_score_gemma":0.01066765,"domain_scores_codex":[0.999465,0.00004058035,0.00003427299,0.00006095063,0.0003772362,0.00002187347],"domain_scores_gemma":[0.9998137,0.00003206396,0.00001636387,0.0000254643,0.0001030029,0.000009504202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004742968,0.0001176337,0.0001556985,0.001265623,0.00001020398,0.000348454,0.000643789,0.00196469,0.01922341,0.2196476,0.2658665,0.4907089],"study_design_scores_gemma":[0.000001340683,0.0000194567,0.0001406749,0.00012836,0.000002123109,0.0001511491,0.00002480517,0.00008597889,0.001866573,0.004912048,0.9926623,0.000005128433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003314135,0.06737162,0.01366995,0.002022644,0.003310318,0.0001175925,0.0004413123,0.0004959249,0.9092565],"genre_scores_gemma":[0.01080696,0.01873848,0.006866114,0.000609086,0.0003003289,0.00003361421,0.0002716461,0.0001975154,0.9621763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03944578,"threshold_uncertainty_score":0.1319593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456188849962705,"score_gpt":0.2172576452771396,"score_spread":0.2026957567775126,"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."}}