{"id":"W4408434138","doi":"10.1016/j.jobe.2025.112368","title":"Transverse reinforcement configurations in GFRP-reinforced concrete columns: Experiments and damage mechanics-based modeling","year":2025,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reinforcement; Fibre-reinforced plastic; Structural engineering; Materials science; Reinforced concrete; Damage mechanics; Transverse plane; Composite material; Engineering; Finite element method","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002640444,0.00037268,0.0002141659,0.0003257587,0.0001704853,0.0002094052,0.0003764555,0.0003966024,0.0005880068],"category_scores_gemma":[0.0002935175,0.0002743545,0.0002514849,0.0002120404,0.0003052779,0.0002529426,0.0002301885,0.0002865988,0.00009358075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002980977,"about_ca_system_score_gemma":0.0002512752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00236029,"about_ca_topic_score_gemma":0.004556345,"domain_scores_codex":[0.9998907,0.00001273452,0.000006376286,0.00002608263,0.00004082573,0.0000232379],"domain_scores_gemma":[0.9997752,0.00007436772,0.00006676892,0.00002498365,0.00003231522,0.00002635817],"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":[0.0001992347,0.0003002473,0.008547591,0.0000891528,0.00001742629,0.00020574,0.0001248528,0.3149722,0.6653197,0.00027876,0.00004881072,0.009896189],"study_design_scores_gemma":[0.00001667397,0.001218295,0.01565301,0.00001373899,0.00002450438,0.00008774177,0.00008745881,0.6442245,0.3381916,0.0001351354,0.0003239329,0.00002334517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942977,0.00007149891,0.005221453,0.000007405637,0.000002319255,0.00001827495,0.00005229361,0.0000347776,0.0002943072],"genre_scores_gemma":[0.9964907,0.00009220391,0.003106247,0.000002168339,9.971816e-7,0.00001386572,0.00002573517,0.000002925083,0.000265209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00236029,"threshold_uncertainty_score":0.004693091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051241833637457,"score_gpt":0.2405643273294941,"score_spread":0.2300519089931196,"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."}}