{"id":"W4309107111","doi":"10.1016/j.ijdrr.2022.103435","title":"Assessment of shelter location-allocation for multi-hazard emergency evacuation","year":2022,"lang":"en","type":"article","venue":"International Journal of Disaster Risk Reduction","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Hazard; Landslide; Work (physics); Population; Emergency management; Emergency evacuation; Geography; Environmental planning; Transport engineering; Business; Computer science; Engineering; Environmental health; Meteorology","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":[0.00125591,0.0006469316,0.0006481477,0.0008850535,0.000332669,0.001042506,0.000795019,0.0007862805,0.002586083],"category_scores_gemma":[0.003719365,0.000275778,0.0004037122,0.0005335243,0.0002687592,0.001057846,0.0008825483,0.0003336949,0.0002342354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008853391,"about_ca_system_score_gemma":0.001205144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005581105,"about_ca_topic_score_gemma":0.004184856,"domain_scores_codex":[0.9994934,0.0002160897,0.0000177296,0.00007613219,0.00009125248,0.0001053759],"domain_scores_gemma":[0.998787,0.0006004036,0.0001140431,0.00008379468,0.0003141517,0.0001006555],"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":[0.0006475678,0.0001997707,0.01438254,0.00008806648,0.00006985233,0.0001216968,0.00006283631,0.9471504,0.00330601,0.001373412,0.0004099248,0.03218786],"study_design_scores_gemma":[0.00002502207,0.0003240177,0.009171438,0.00001308713,0.00005239548,0.00003433805,0.0002580986,0.9877488,0.001351435,0.0007631176,0.0002459187,0.00001237832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9145456,0.0003250953,0.08040181,0.0002025779,0.00003392284,0.0001587089,0.0003090046,0.0001700283,0.003853275],"genre_scores_gemma":[0.9950488,0.00003803744,0.004407083,0.00000607649,0.000002827219,0.00001807779,0.00005823928,0.000004145573,0.0004167148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005581105,"threshold_uncertainty_score":0.01109725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169353979693087,"score_gpt":0.3291569770859962,"score_spread":0.3074634372890653,"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."}}