{"id":"W4414779698","doi":"10.1007/978-3-031-96763-4_20","title":"Accuracy of Available Methods in Predicting the Fire Resistance of RC Columns","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Fire resistance; Software; Reinforced concrete; Column (typography); Heat transfer","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009340173,0.0004913235,0.001018983,0.0003497324,0.0000196934,0.00002561647,0.000502192,0.0005512843,0.0002299123],"category_scores_gemma":[0.002142309,0.0004729429,0.0001457154,0.0002802173,0.00005269021,0.00007616897,0.000130748,0.0008843602,0.000002905406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002218062,"about_ca_system_score_gemma":0.00009424431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009119327,"about_ca_topic_score_gemma":0.0007837464,"domain_scores_codex":[0.9980363,0.00005654044,0.0009426444,0.0003406806,0.0002438032,0.0003800924],"domain_scores_gemma":[0.9944631,0.004523385,0.0002129001,0.0007069031,0.00006040997,0.00003324538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004808083,0.000008436964,0.0001245506,0.01178192,0.0002890083,0.00003501089,0.0008563628,0.8912499,0.08072695,0.001680809,0.0007973921,0.01240159],"study_design_scores_gemma":[0.001491065,0.0001146858,0.0003131906,0.0306358,0.0002921609,0.00001225548,0.000008744357,0.5746436,0.3007523,0.002983568,0.08661178,0.002140945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007598544,0.1284139,0.3958403,0.0003223244,0.009651041,0.006165734,0.0007845231,0.001824115,0.4493996],"genre_scores_gemma":[0.9196257,0.002437715,0.06786994,0.00006342006,0.0005547158,0.0002218797,0.00005985237,0.0005939855,0.008572822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9120271,"threshold_uncertainty_score":0.9997723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133695093476468,"score_gpt":0.2412266418122211,"score_spread":0.2298896908774564,"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."}}