{"id":"W2330716548","doi":"10.5751/es-05377-180216","title":"Education, Vulnerability, and Resilience after a Natural Disaster","year":2013,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Disaster Response and Management","field":"Health Professions","cited_by":282,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Aging; World Bank Group; John D. and Catherine T. MacArthur Foundation; National Science Foundation","keywords":"Natural disaster; Psychological resilience; Vulnerability (computing); Geography; Social vulnerability; Coping (psychology); Socioeconomics; Population; Demography; Psychology; Sociology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002859708,0.00006759842,0.0000961327,0.00001139057,0.000358412,0.00001139645,0.00004604206,0.00009510904,0.0007783449],"category_scores_gemma":[0.00004366522,0.00005233116,0.00002454185,0.00003639764,0.000162644,0.0001420979,0.0001722349,0.0002156666,0.0001485582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002552491,"about_ca_system_score_gemma":0.00007420366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005617633,"about_ca_topic_score_gemma":0.0001318524,"domain_scores_codex":[0.9992064,0.0002203565,0.0001373925,0.0001859603,0.00003980958,0.0002101296],"domain_scores_gemma":[0.9995406,0.0001907586,0.00003330201,0.0001273463,0.00004404124,0.00006394863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004556117,0.0001267931,0.6663207,0.000243079,0.00004179263,6.98671e-7,0.07974113,1.092784e-7,0.00006993776,0.004733909,0.2404347,0.00824153],"study_design_scores_gemma":[0.0002162738,0.00002713887,0.9500224,0.00001448164,0.000009232258,8.612491e-7,0.02099794,0.00003454428,5.928084e-7,0.003909247,0.02470251,0.00006474685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871523,0.0002450399,0.00002013751,0.004015414,0.0004290037,0.0004739032,0.000001111619,0.00001910806,0.007643938],"genre_scores_gemma":[0.9560362,0.00006274985,0.0002955591,0.01199138,0.0000714425,0.0004503202,0.000002174302,0.000004204433,0.03108595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2837017,"threshold_uncertainty_score":0.8522331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273893072711006,"score_gpt":0.3575755326743955,"score_spread":0.3448366019472854,"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."}}