{"id":"W4386370719","doi":"10.1177/00375497231194608","title":"Agent-based simulation of seismic crisis including human behavior: application to the city of Beirut, Lebanon","year":2023,"lang":"en","type":"article","venue":"SIMULATION","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre National de la Recherche Scientifique; Agence Universitaire de la Francophonie; Agence Nationale de la Recherche","keywords":"Pedestrian; Population; Computer science; Civil engineering; Scale (ratio); Damages; Emergency management; Human behavior; Geography; Seismology; Engineering; Geology; Cartography; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002679469,0.0005482992,0.0005891737,0.0004015078,0.0006354625,0.0008137848,0.0007247181,0.001208581,0.002269902],"category_scores_gemma":[0.0008365736,0.0002166688,0.000404592,0.0003883818,0.0005511107,0.0003129707,0.0008647404,0.0005470187,0.0001156791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301793,"about_ca_system_score_gemma":0.001023901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08745333,"about_ca_topic_score_gemma":0.04804036,"domain_scores_codex":[0.9998641,0.00006039778,0.000005677005,0.00001499388,0.00001542887,0.00003937005],"domain_scores_gemma":[0.9995047,0.000273785,0.00005085949,0.00001656778,0.00007700199,0.00007713818],"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":[0.00004836033,0.00007722861,0.00356822,0.00001698652,0.00001914596,0.0002564735,0.00005935095,0.9933408,0.0002527015,0.001109335,0.0003041437,0.0009473037],"study_design_scores_gemma":[0.00001823053,0.00002146356,0.0006059915,0.000003067374,0.000005624568,0.000007066194,0.00008078053,0.998743,0.00008745517,0.0002018401,0.0002217247,0.000003764377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823658,0.00017659,0.009173538,0.0004463693,0.0000430294,0.00005695856,0.0004703568,0.00009665306,0.007170829],"genre_scores_gemma":[0.9951954,0.0001114281,0.002768148,0.00003660127,0.000007827421,0.00004523345,0.0002261696,0.000009818263,0.001599348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08745333,"threshold_uncertainty_score":0.1738886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0462069038475457,"score_gpt":0.3380907135790829,"score_spread":0.2918838097315372,"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."}}