{"id":"W4415427385","doi":"10.1038/s41467-025-64354-6","title":"Accessing acute care hospitals in the San Francisco Bay Area after a major hayward earthquake","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Disaster Response and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Civil, Mechanical and Manufacturing Innovation; York University; National Science Foundation","keywords":"Leverage (statistics); Vulnerability (computing); Bay; Health care; Acute care; Hazard","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":[0.0004000186,0.0004438683,0.0002460704,0.0005479008,0.0005066543,0.0006675005,0.0004122923,0.0004062752,0.001200643],"category_scores_gemma":[0.001447951,0.0002038073,0.0004464562,0.0006176287,0.0003663036,0.0006430736,0.0009009608,0.0007077368,0.0001322257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001701991,"about_ca_system_score_gemma":0.001230339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1948465,"about_ca_topic_score_gemma":0.2361002,"domain_scores_codex":[0.9997807,0.00004522073,0.00001075981,0.00005749651,0.0000357575,0.00007006309],"domain_scores_gemma":[0.9993731,0.0001487892,0.0002325696,0.00004633389,0.00008145816,0.0001176651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001236932,0.0001556214,0.900477,0.00003664606,0.0001730508,0.0005226345,0.0006219462,0.08583618,0.0005468947,0.0006800917,0.002338169,0.008488039],"study_design_scores_gemma":[0.00003877608,0.000196468,0.7876103,0.00004254125,0.00009794995,0.0001962048,0.004699569,0.204357,0.0003754881,0.001097738,0.001251432,0.00003654137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998714,0.00003171855,0.0003077652,0.000203419,0.000004291502,0.000008681441,0.000362873,0.00001399278,0.0003533505],"genre_scores_gemma":[0.9988105,0.00005893813,0.0003382765,0.0000297415,0.000006479822,0.000007069989,0.0004321248,0.000002579817,0.0003143239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948465,"threshold_uncertainty_score":0.3874247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776023312129288,"score_gpt":0.4138990397085989,"score_spread":0.386138806587306,"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."}}