{"id":"W3099135982","doi":"10.31026/j.eng.2011.03.05","title":"BEHAVIOUR OF FIRE EXPOSED REINFORCED CONCRETE COLUMNS","year":2011,"lang":"en","type":"article","venue":"Journal of Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reinforced concrete; Structural engineering; Fire resistance; Forensic engineering; Materials science; Environmental science; Composite material; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003307847,0.0001690471,0.0004313731,0.0001434449,0.00001175141,0.0000159809,0.0002316976,0.0001006021,0.0001639902],"category_scores_gemma":[0.0001243672,0.0001709143,0.0001387817,0.0001275218,0.00001727497,0.0002294772,0.00002308101,0.0001913464,0.000006286301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005359017,"about_ca_system_score_gemma":0.00002082067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009773835,"about_ca_topic_score_gemma":1.820209e-7,"domain_scores_codex":[0.9988459,0.00001411716,0.0006607046,0.00006219574,0.0001972952,0.000219801],"domain_scores_gemma":[0.9993402,0.00007461764,0.0001804762,0.0001773643,0.0001127517,0.0001145552],"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":[0.00004032777,0.000001330437,0.0002478694,0.0002566873,0.0001424535,0.0001027647,0.0007078034,0.02065028,0.9769775,0.0001337766,0.0004346957,0.0003045278],"study_design_scores_gemma":[0.0009437398,0.0003874281,0.002834197,0.0003925218,0.00008925884,0.0001584494,0.00005440006,0.06424513,0.9302014,0.00000356471,0.0003744378,0.0003155149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952335,0.0002584309,0.002501732,0.000002746467,0.001229248,0.00009673784,0.000006812514,0.0000938111,0.0005769415],"genre_scores_gemma":[0.9936767,0.00003582532,0.006045644,0.000005172685,0.0001503604,0.000002769549,8.812765e-7,0.00005368095,0.00002894792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04677612,"threshold_uncertainty_score":0.6969684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128249418183939,"score_gpt":0.1863611006921908,"score_spread":0.1735361588737969,"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."}}