{"id":"W4411362160","doi":"10.1016/j.conbuildmat.2025.142306","title":"PBO-FRCM and CFRP strengthened reinforced concrete columns: In fire and post-fire behavior","year":2025,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"American University of Sharjah","keywords":"Materials science; Structural engineering; Composite material; Reinforced concrete; Fire performance; Fire resistance; Forensic engineering; Engineering","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":[0.000114753,0.0002463467,0.0003740174,0.0001455033,0.0001154739,0.0002293565,0.00007790651,0.0001928203,0.00009649357],"category_scores_gemma":[0.00005749632,0.0002581024,0.00002334886,0.0001326773,0.0002170858,0.0002673343,0.00008585782,0.0001196673,0.000001117661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004683022,"about_ca_system_score_gemma":0.00002120677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001594947,"about_ca_topic_score_gemma":0.000002157027,"domain_scores_codex":[0.9989555,0.00002974052,0.0004048223,0.0002680335,0.00008667241,0.0002552093],"domain_scores_gemma":[0.9995813,0.00005840356,0.0000641274,0.0001661768,0.00004407021,0.00008596486],"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":[0.00003814871,7.252115e-8,0.001998333,0.0001340578,0.0000196033,0.000007524616,0.00008192458,0.00001581509,0.948922,0.001954909,0.00001792955,0.04680965],"study_design_scores_gemma":[0.002355651,0.0000719918,0.02540836,0.000440149,0.0001470533,0.0003053181,0.000577851,0.002024198,0.967216,0.0001256766,0.0007070004,0.0006207926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978734,0.0004212279,0.00002725402,0.00004314371,0.0008171298,0.0004404291,0.00005427422,0.0002115468,0.000111555],"genre_scores_gemma":[0.9966253,0.0004675373,0.002620102,0.00004652701,0.00003859165,0.00006803352,0.00001873609,0.00002093419,0.00009423972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04618886,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005633452899351245,"score_gpt":0.2223396338050768,"score_spread":0.2167061809057255,"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."}}