{"id":"W4412754693","doi":"10.11159/iccste25.401","title":"FRP for Sustainable, Resilient, and Seismically Resistant Concrete Structures","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fibre-reinforced plastic; Structural engineering; Forensic engineering; Materials science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005745649,0.0006133137,0.0001425918,0.0006616902,0.0006669225,0.0006387372,0.000631933,0.0007262393,0.003943912],"category_scores_gemma":[0.0004898578,0.000196589,0.0002204472,0.0003774952,0.0004629587,0.0007169747,0.0006353126,0.0005984885,0.001550313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644686,"about_ca_system_score_gemma":0.001900782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01407524,"about_ca_topic_score_gemma":0.05655228,"domain_scores_codex":[0.9995054,0.00004192882,0.00001219985,0.0000552849,0.0003192845,0.00006587672],"domain_scores_gemma":[0.9997113,0.00002381078,0.00008562522,0.00004573189,0.00009506471,0.0000384624],"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":[0.00007752142,0.00008784118,0.003206572,0.0007289819,0.00002051824,0.0009909001,0.0003225648,0.01630701,0.7093146,0.01932643,0.006228543,0.2433885],"study_design_scores_gemma":[0.00002624127,0.001258503,0.04022708,0.0005264366,0.00005981997,0.002637368,0.000795148,0.0155008,0.4679655,0.00868862,0.462226,0.00008852545],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5421397,0.02446176,0.2626351,0.004534565,0.0004277753,0.0004500414,0.001959199,0.002706872,0.160685],"genre_scores_gemma":[0.8481517,0.008900283,0.107969,0.0003166524,0.00004967383,0.0001021878,0.0006457426,0.0001944082,0.0336703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01407524,"threshold_uncertainty_score":0.02798665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008341098414216621,"score_gpt":0.2235191239718105,"score_spread":0.2151780255575939,"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."}}