{"id":"W3087329381","doi":"","title":"Structural Exposure of Steel Frame in Large Fire Incident","year":2015,"lang":"en","type":"article","venue":"Response of Structures Under Extreme Loading (PROTECT 2015)","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cladding (metalworking); Ceiling (cloud); Environmental science; Steel frame; Coating; Forensic engineering; Materials science; Engineering; Composite material; Structural 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":[0.0013492,0.00042884,0.0007843517,0.0004304521,0.00003917898,0.00004850863,0.0004782339,0.0003675515,0.000154079],"category_scores_gemma":[0.0006387059,0.0004025383,0.0001282969,0.0004236753,0.00011288,0.0002480901,0.0001416024,0.0003868144,0.000007274431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123564,"about_ca_system_score_gemma":0.0001416734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001658027,"about_ca_topic_score_gemma":0.00004186271,"domain_scores_codex":[0.9971259,0.0004897112,0.0008341165,0.0003517571,0.000619416,0.0005791229],"domain_scores_gemma":[0.9984473,0.0003271364,0.000251929,0.0006500854,0.0001330443,0.0001905278],"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":[0.00224064,0.00001100227,0.002911765,0.0005100686,0.0001094173,0.00004325328,0.001677606,0.01862666,0.9720153,0.000319793,0.0005756613,0.0009588832],"study_design_scores_gemma":[0.005843465,0.0008550438,0.1845181,0.0007952995,0.00006826811,0.0001124422,0.001029845,0.02010101,0.7777198,0.007249272,0.0004762571,0.001231184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957981,0.001906816,0.0005182882,0.00007450531,0.000676373,0.0006751931,0.00007858389,0.000179085,0.00009305732],"genre_scores_gemma":[0.9978364,0.00001242594,0.0018532,0.00002295057,0.00009774895,0.000026506,0.000007740082,0.00009172413,0.00005126782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1942954,"threshold_uncertainty_score":0.9998426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02647434729406698,"score_gpt":0.2527877164432691,"score_spread":0.2263133691492021,"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."}}