{"id":"W2030859591","doi":"10.1260/2040-2317.5.4.353","title":"Performance in Fire of Fibre Reinforced Polymer Strengthened Concrete Beams and Columns: Recent Research and Implications for Design","year":2014,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada); Queen's University","funders":"National Research Council Canada","keywords":"Fire performance; Structural engineering; Reinforced concrete; Fibre-reinforced plastic; Conceptual design; Materials science; Fire resistance; Experimental research; Thermal insulation; Engineering; Forensic engineering; Composite material; Mechanical engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003426122,0.0001936038,0.0003772885,0.0001949318,0.00006708316,0.00003980483,0.0001911363,0.0001192718,0.000006960973],"category_scores_gemma":[0.0001661604,0.0001781315,0.0000476627,0.0002564022,0.00007051391,0.0003464216,0.00003984229,0.0003542552,1.171959e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008965883,"about_ca_system_score_gemma":0.00002737711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008321216,"about_ca_topic_score_gemma":1.975579e-7,"domain_scores_codex":[0.9987451,0.00001760275,0.0005804368,0.0001261155,0.000192904,0.000337849],"domain_scores_gemma":[0.9989589,0.0004059185,0.000124364,0.0001633831,0.0002113629,0.0001360974],"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":[0.0002980886,3.714145e-7,0.004016058,0.0009736044,0.0001662064,0.000004687459,0.001169221,0.307561,0.4852469,0.001513605,0.00008719676,0.1989631],"study_design_scores_gemma":[0.00166406,0.0007219,0.05659009,0.0004407231,0.00003924749,0.000264778,0.0001002103,0.8253779,0.114143,0.00006610095,0.0002151702,0.0003768495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966708,0.001300431,0.001457304,0.00007539386,0.0001703503,0.0002711684,0.00001140065,0.0000293607,0.00001374625],"genre_scores_gemma":[0.9888475,0.0005930228,0.0103915,0.000003623606,0.00009367699,0.0000118278,0.000003911337,0.00003421999,0.00002069074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.517817,"threshold_uncertainty_score":0.7263991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636545194609021,"score_gpt":0.2658767306792926,"score_spread":0.2395112787332024,"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."}}