{"id":"W3005056795","doi":"10.1007/s10694-020-00959-1","title":"Storey-Based Stability of Steel Frames Subjected to Post-earthquake Fire","year":2020,"lang":"en","type":"article","venue":"Fire Technology","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Deflection (physics); Stiffness; Bending moment; Parametric statistics; Finite element method; Instability; Geotechnical engineering; Geology; Engineering; Mechanics; Mathematics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001222133,0.0002407485,0.000500991,0.0001162168,0.00003033787,0.00001402648,0.0004108152,0.0003877228,0.0004293246],"category_scores_gemma":[0.0008111448,0.000252027,0.00006933913,0.0006963134,0.000115262,0.00005086721,0.0001020369,0.0002516728,0.0001544682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005528179,"about_ca_system_score_gemma":0.00005404312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003912496,"about_ca_topic_score_gemma":0.0000203616,"domain_scores_codex":[0.9987437,0.00004957361,0.0003711894,0.0003259832,0.0001568927,0.0003527064],"domain_scores_gemma":[0.9990097,0.0001352221,0.00005562692,0.0005682918,0.0001194438,0.0001117233],"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":[0.0001106716,0.00002357443,0.004059532,0.0005883293,0.00005911931,0.00002613437,0.000340766,0.0005429126,0.9649209,0.000164105,0.001634848,0.02752909],"study_design_scores_gemma":[0.0005974196,0.0008594413,0.009587956,0.00006428695,0.00002360217,0.000002788327,0.0001226228,0.01268908,0.9688029,0.0000467221,0.00681126,0.000391923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923716,0.000194767,0.0003740755,0.003459002,0.0002688036,0.0005659077,0.0001999888,0.002474484,0.00009138708],"genre_scores_gemma":[0.9972093,0.000002708224,0.002279425,0.0003114542,0.00004555131,0.00006588036,0.00002453148,0.00005776004,0.000003449407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02713716,"threshold_uncertainty_score":0.9999932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009808844654437751,"score_gpt":0.2035524191662391,"score_spread":0.1937435745118014,"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."}}