{"id":"W4309618898","doi":"10.1177/87552930221128607","title":"Evaluating post‐earthquake functionality and surge capacity of hospital emergency departments using discrete event simulation","year":2022,"lang":"en","type":"article","venue":"Earthquake Spectra","topic":"Disaster Response and Management","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bottleneck; Earthquake casualty estimation; Event (particle physics); Seismology; Medical emergency; Medicine; Engineering; Earthquake scenario; Geology; Seismic hazard; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001698611,0.0001809279,0.0002685357,0.0001274749,0.001035877,0.000008096951,0.0001041195,0.00004745608,0.0048892],"category_scores_gemma":[0.0001793243,0.0001868337,0.0001198139,0.0002521037,0.00004429316,0.0001875139,0.000284699,0.0003374208,0.00002989901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294634,"about_ca_system_score_gemma":0.000126208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000382612,"about_ca_topic_score_gemma":0.000200166,"domain_scores_codex":[0.9967039,0.001088694,0.0007106183,0.0003822175,0.0006838367,0.0004306979],"domain_scores_gemma":[0.9988413,0.0001890636,0.0004009539,0.0003239011,0.0001314558,0.0001132596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002680799,0.002152169,0.7496585,0.001339103,0.001059803,0.00005497754,0.05539295,0.1341348,0.00837793,0.01691257,0.00174265,0.02649376],"study_design_scores_gemma":[0.001320763,0.0009010992,0.9661835,0.0000398988,0.000115536,0.000001711725,0.00575156,0.01696406,0.00003423081,0.001834844,0.00651738,0.0003353992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993888,0.00009983109,0.00182532,0.0002619278,0.001244927,0.001128314,0.0001794203,0.00005070057,0.001321571],"genre_scores_gemma":[0.9980342,0.000008692347,0.0004315283,0.0001158463,0.0001326133,0.00008427133,0.00007500557,0.00002478248,0.001093111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.216525,"threshold_uncertainty_score":0.9960204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076485080493421,"score_gpt":0.4267719887350824,"score_spread":0.3191234806857404,"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."}}