{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006137026,0.0001151129,0.0001424922,0.0006912645,0.0006681309,0.0008393292,0.0002040869,0.0003914038,0.001705849],"category_scores_gemma":[0.004832606,0.000109322,0.0002593716,0.0005391106,0.0006860047,0.0005851628,0.001174015,0.0005421278,0.00016238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005321634,"about_ca_system_score_gemma":0.0005714096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006583469,"about_ca_topic_score_gemma":0.01310118,"domain_scores_codex":[0.9996331,0.0001071133,0.00002298101,0.00004015791,0.00004568655,0.000150985],"domain_scores_gemma":[0.9974945,0.0005065032,0.001246932,0.00008219622,0.00009701239,0.0005729874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006561614,0.000210578,0.9900253,0.00001776965,0.00005643549,0.0001916737,0.001586349,0.0002120665,0.000149977,0.0002605547,0.0001288724,0.007094878],"study_design_scores_gemma":[0.000001409885,0.00006247129,0.9971697,0.00001718778,0.00001002203,0.0001097309,0.002022369,0.0001105205,0.00002829514,0.0002236846,0.0002405131,0.000004199197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989412,0.0001288988,0.00002541203,0.0002241585,0.000003143713,0.000002287975,0.00003178541,7.654655e-7,0.000642442],"genre_scores_gemma":[0.9997128,0.0001116181,0.00002326764,0.0000176633,0.000002733509,0.000001894288,0.00001913289,2.423965e-7,0.0001106377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006583469,"threshold_uncertainty_score":0.01309031,"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."}}