{"id":"W7132462344","doi":"","title":"Effects of different levels and patterns of reinforcement corrosion on aged columns: numerical and experimental investigation","year":2021,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Reinforcement; Reduction (mathematics); Concentric; Transverse plane; Residual stress; Residual","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":[0.0003302053,0.0003324448,0.0004007075,0.0003433831,0.0002180212,0.000213475,0.0003769171,0.0005271683,0.0007410206],"category_scores_gemma":[0.0008213635,0.000275293,0.000258937,0.0002246536,0.0005174879,0.0002645229,0.0002170118,0.0003473481,0.00008257815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002988885,"about_ca_system_score_gemma":0.0001397178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002081995,"about_ca_topic_score_gemma":0.004219479,"domain_scores_codex":[0.9998204,0.00001989627,0.00001373619,0.00003425893,0.00007398046,0.00003768432],"domain_scores_gemma":[0.999329,0.0002337152,0.0001680994,0.00008636395,0.0001345992,0.0000482867],"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":[0.0005806526,0.0002945858,0.007371202,0.0002238113,0.00004181001,0.0003732133,0.0001694903,0.09240726,0.8925418,0.0002007537,0.0001239066,0.005671555],"study_design_scores_gemma":[0.00008862965,0.004617079,0.02790339,0.00003020299,0.00009967799,0.0003696782,0.0002591093,0.2646132,0.7010415,0.0001321709,0.000781789,0.00006349105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998713,0.00008089443,0.0008919309,0.000008118343,0.0000060529,0.000005926793,0.00006170543,0.00002078474,0.0002115941],"genre_scores_gemma":[0.9982254,0.00008440553,0.0014426,0.000004557218,0.00000170206,0.000004689386,0.00003022098,0.000003826585,0.0002026483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002081995,"threshold_uncertainty_score":0.004139721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284059667578725,"score_gpt":0.2213809808719764,"score_spread":0.2085403841961891,"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."}}