{"id":"W4399722057","doi":"10.1016/j.autcon.2024.105541","title":"Agent-based post-earthquake evacuation simulation to enhance early-stage architectural layout and non-structural design","year":2024,"lang":"en","type":"article","venue":"Automation in Construction","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Architectural design; Engineering; Stage (stratigraphy); Computer science; Construction engineering; Earthquake simulation; Engineering drawing; Civil engineering; Architecture; Geology; Geography","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":[0.0005594714,0.0005672957,0.0003579618,0.0002943981,0.0002756476,0.0006273181,0.0006857357,0.0005487844,0.003315541],"category_scores_gemma":[0.001391906,0.0003108036,0.0003730121,0.0001578424,0.0002640326,0.0003681659,0.0005919246,0.0004604454,0.0002443702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004635919,"about_ca_system_score_gemma":0.0007555701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004464784,"about_ca_topic_score_gemma":0.008186148,"domain_scores_codex":[0.99983,0.00008262993,0.000008996529,0.00001904433,0.00004583456,0.00001341205],"domain_scores_gemma":[0.9991367,0.0005914916,0.00006126541,0.00006635366,0.0001031736,0.000041083],"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":[0.00007645704,0.0001287535,0.001000036,0.0000573468,0.00002051275,0.0000660804,0.000196253,0.9794948,0.004701099,0.002939117,0.0003162408,0.01100337],"study_design_scores_gemma":[0.0000180629,0.0000337761,0.0001643105,0.000004820625,0.000006457566,0.000007731717,0.00002152902,0.9971396,0.00104427,0.000540646,0.001015033,0.00000381611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2608473,0.0000958083,0.7244223,0.0001713605,0.00005163854,0.0003079988,0.0002181035,0.002022505,0.01186287],"genre_scores_gemma":[0.7519261,0.00008923077,0.2443524,0.00003048873,0.000005227365,0.0002115649,0.0001750664,0.00008823225,0.003121753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004464784,"threshold_uncertainty_score":0.01109159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009531273000989125,"score_gpt":0.2741252604731933,"score_spread":0.2645939874722042,"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."}}