{"id":"W4414261258","doi":"10.1002/suco.70330","title":"A review on the behavior of <scp>FRP</scp> ‐reinforced ultra‐high‐performance concrete tubes","year":2025,"lang":"en","type":"review","venue":"Structural Concrete","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fibre-reinforced plastic; Stiffness; Tube (container); Fiber; Ultimate tensile strength; Current (fluid)","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":["metaepi_narrow"],"category_scores_codex":[0.0003947816,0.001997069,0.004592136,0.000429358,0.0002679109,0.000125045,0.002372482,0.0008641084,0.0002775885],"category_scores_gemma":[0.0006602616,0.001320738,0.001523864,0.001293238,0.0005101163,0.0003506687,0.0002269489,0.002090147,0.0001306628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000320757,"about_ca_system_score_gemma":0.0003621776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004081169,"about_ca_topic_score_gemma":2.224483e-7,"domain_scores_codex":[0.9942791,0.0002571603,0.002413864,0.0008897489,0.0009188681,0.001241244],"domain_scores_gemma":[0.994612,0.001980181,0.0006613574,0.002158169,0.0003033396,0.0002849298],"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":[0.00001843898,3.220945e-8,0.000008463985,0.2572127,0.001630198,0.00007315006,0.000159887,0.00006414964,0.003236641,0.003569447,0.008281898,0.725745],"study_design_scores_gemma":[0.0008864464,0.0004498607,0.00001883476,0.1826628,0.00789876,0.0003906982,0.00004772197,0.0003469626,0.03534926,0.00001227039,0.7702508,0.001685616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01518435,0.9734464,0.000003751074,0.000009705364,0.001816709,0.00516448,0.0009668095,0.0005425161,0.002865336],"genre_scores_gemma":[0.002544184,0.9936052,0.0001808508,0.0002950095,0.0002563713,0.001218729,0.0006886301,0.0002273154,0.0009837368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7619689,"threshold_uncertainty_score":0.9992772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02030955578675876,"score_gpt":0.2727027643527998,"score_spread":0.252393208566041,"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."}}