{"id":"W4414578383","doi":"10.38094/jocef602116","title":"Repair of Fire-Damaged Circular and Square Columns Using CFRP Composites: A Comprehensive Review","year":2025,"lang":"en","type":"article","venue":"Journal of Civil Engineering Frontiers","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Stiffness; Square (algebra); Carbon fiber reinforced polymer; Fibre-reinforced plastic; Structural integrity; Column (typography)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001022007,0.00107349,0.00142993,0.003330609,0.000411499,0.00127964,0.0009887702,0.001229118,0.003414297],"category_scores_gemma":[0.001230887,0.000457373,0.00131796,0.002114273,0.0003908492,0.001421624,0.0006151487,0.0007738239,0.0009323637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003809649,"about_ca_system_score_gemma":0.001947373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001604117,"about_ca_topic_score_gemma":0.002376249,"domain_scores_codex":[0.9995426,0.00006574818,0.0001153494,0.0000810017,0.00015839,0.00003704375],"domain_scores_gemma":[0.9989706,0.0005472221,0.000201665,0.00002620694,0.0002192862,0.00003515489],"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":[0.0001177941,0.0002100275,0.0005612882,0.1436269,0.0003522368,0.0003474595,0.0002482406,0.001469959,0.00644003,0.003078545,0.01251938,0.8310281],"study_design_scores_gemma":[0.00002082426,0.0006918162,0.003838698,0.0380084,0.001623936,0.002536727,0.0004108201,0.0007105165,0.005773487,0.001609612,0.9446864,0.00008884032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005031794,0.9984148,0.0002625617,0.00008466285,0.0000948368,0.000009124171,0.00002169804,0.00000699369,0.0006021325],"genre_scores_gemma":[0.002044358,0.9970091,0.0004468386,0.00007521965,0.00007440112,0.00001015695,0.00003335774,0.000002562669,0.0003041516],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003414297,"threshold_uncertainty_score":0.01142198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008511174679147459,"score_gpt":0.2213229136020863,"score_spread":0.2128117389229388,"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."}}