{"id":"W2064832605","doi":"10.1260/2040-2317.3.4.311","title":"Fire Performance of Corrosion-Damaged Reinforced Concrete Beams","year":2012,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Corrosion; Concrete cover; Materials science; Deflection (physics); Reinforced concrete; Composite material; Penetration (warfare); Durability; Structural engineering; Reinforcement; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003240983,0.0003628416,0.0002754647,0.0002054158,0.0001842575,0.0001276329,0.0002219964,0.000312159,0.001446504],"category_scores_gemma":[0.0005305922,0.0002431765,0.0002324602,0.00008488823,0.0002307294,0.0001914644,0.0001921974,0.0001809076,0.0002862424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001801068,"about_ca_system_score_gemma":0.0001133181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107021,"about_ca_topic_score_gemma":0.002040352,"domain_scores_codex":[0.9998136,0.00002454549,0.00001190366,0.00002652076,0.00008524409,0.00003825254],"domain_scores_gemma":[0.9996909,0.00008149687,0.00007272966,0.00003783875,0.0000844165,0.00003278014],"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":[0.0003337622,0.00005736669,0.004682988,0.0000364694,0.00002368824,0.0001261537,0.000104024,0.002160967,0.9892303,0.00002180149,0.00001664073,0.003205795],"study_design_scores_gemma":[0.00001341497,0.002588653,0.02928199,0.00001011875,0.00003076823,0.000194946,0.00009519603,0.004452558,0.9629505,0.00001813469,0.000352897,0.00001078743],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994488,0.00005901811,0.0003313273,0.000002070084,0.000002121213,0.000002323577,0.00001773681,0.000007558403,0.0001288655],"genre_scores_gemma":[0.9990985,0.00006581217,0.0003366422,0.000003621979,8.453835e-7,0.00000216164,0.00005175296,0.000004685116,0.0004360196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001446504,"threshold_uncertainty_score":0.004839063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004978632405660268,"score_gpt":0.1895007235009068,"score_spread":0.1845220910952466,"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."}}