{"id":"W2739061879","doi":"","title":"Simple method for predicting temperatures in insulated FRP-strengthened RC members exposed to fire","year":2014,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simple (philosophy); Fibre-reinforced plastic; Structural engineering; Materials science; Forensic engineering; Composite material; Environmental science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006568924,0.000306731,0.0003247678,0.001546669,0.0005448636,0.00007587951,0.0007785535,0.0001717732,0.00004205353],"category_scores_gemma":[0.0008752038,0.0003433576,0.0001484398,0.001543398,0.0002750753,0.0003742588,0.0002868218,0.0008546057,0.00001385041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006753266,"about_ca_system_score_gemma":0.0002612733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007293351,"about_ca_topic_score_gemma":0.0002072086,"domain_scores_codex":[0.9973611,0.0002043053,0.00031395,0.0005159743,0.000641678,0.0009630354],"domain_scores_gemma":[0.9979607,0.001005984,0.00004178477,0.0004268786,0.0001686483,0.0003960392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009548707,0.00002100244,0.003440237,0.00022968,0.0002140792,0.0001994199,0.001224895,0.2116382,0.6563737,0.0806502,0.001250682,0.04380305],"study_design_scores_gemma":[0.005021828,0.0007158211,0.02098515,0.0006305876,0.00007237577,0.00006694595,0.0009402694,0.7437375,0.1533582,0.003211748,0.06969263,0.001567028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.88978,0.0000565964,0.1019272,0.0001698017,0.0002381167,0.001250527,0.0003092659,0.0006464985,0.005621973],"genre_scores_gemma":[0.962466,0.00002108237,0.03685841,0.00003310279,0.0001092122,0.0000236397,0.0001532461,0.00004261435,0.0002926956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5320993,"threshold_uncertainty_score":0.9999018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620268142976449,"score_gpt":0.2885861759618926,"score_spread":0.2623834945321281,"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."}}