{"id":"W4414051619","doi":"10.1016/j.istruc.2025.110136","title":"Strengthening reinforced concrete columns using near-surface-mounted steel wire reinforcement: Experimental and numerical investigation","year":2025,"lang":"en","type":"article","venue":"Structures","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"King Saud University; Kafrelsheikh University","keywords":"Retrofitting; Reinforcement; Brittleness; Reinforced concrete; Diagonal; Durability","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006105934,0.0004006416,0.000371444,0.00007772027,0.0003201133,0.0002489506,0.0002166198,0.0002110097,0.0001313209],"category_scores_gemma":[0.00004171034,0.00041627,0.00008031914,0.0003385732,0.0002534992,0.0003800731,0.0001194284,0.0003329302,0.000002692164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232326,"about_ca_system_score_gemma":0.00007753538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001869409,"about_ca_topic_score_gemma":4.682673e-7,"domain_scores_codex":[0.9983919,0.00003029372,0.0005033794,0.0003256075,0.0002960961,0.0004527189],"domain_scores_gemma":[0.999284,0.00006217372,0.00009958969,0.0003296968,0.0000601809,0.0001643127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004812788,3.769946e-8,0.0007603178,0.00007866428,0.0001145383,0.000006944024,0.001039056,0.2854357,0.707535,0.004031411,0.0001652544,0.0007849526],"study_design_scores_gemma":[0.0007796531,0.00004267801,0.001039433,0.00007314185,0.00005584929,0.00002137826,0.0004696793,0.67791,0.3188919,0.00007157346,0.0002830762,0.0003616098],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943197,0.000485119,0.002503965,0.00001569343,0.0005486551,0.0004122173,0.00001636899,0.0004562097,0.001242109],"genre_scores_gemma":[0.9905844,0.000006957229,0.008935099,0.0001133794,0.00005137934,0.00001080281,0.00005467333,0.00004590637,0.0001974359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3924744,"threshold_uncertainty_score":0.9998289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181716213324222,"score_gpt":0.2590615383741394,"score_spread":0.2472443762408972,"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."}}