{"id":"W2050890671","doi":"10.1111/j.1470-9856.2011.00607.x","title":"National and Local Vulnerability to Climate‐Related Disasters in Latin America: The Role of Social Asset‐Based Adaptation","year":2011,"lang":"en","type":"article","venue":"Bulletin of Latin American Research","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Social vulnerability; Natural disaster; Vulnerability (computing); Latin Americans; Natural hazard; Development economics; Social capital; Blame; Reinsurance; Per capita; Disaster risk reduction; Geography; Economic growth; Economics; Political science; Sociology; Population; Actuarial science; Psychological resilience; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00271273,0.00007939462,0.0001878817,0.0001844027,0.0002694537,0.00002366026,0.0003213854,0.00003753813,0.000613708],"category_scores_gemma":[0.0006463328,0.00006413491,0.00003974012,0.001025875,0.003238993,0.0000301757,0.0001420146,0.0001996595,0.00003575686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006840631,"about_ca_system_score_gemma":0.0001423531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205286,"about_ca_topic_score_gemma":0.0009954447,"domain_scores_codex":[0.9969692,0.001073053,0.0003402304,0.0002408842,0.001020597,0.0003560858],"domain_scores_gemma":[0.9986727,0.0007314029,0.0001600519,0.0001141531,0.0002505422,0.00007110769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001120267,0.001236857,0.1758342,0.0001239754,0.00006594483,0.000004973499,0.3296304,0.00196904,0.000746386,0.08723109,0.004903839,0.397133],"study_design_scores_gemma":[0.000445634,0.0004013859,0.5967276,0.0000472447,0.000007996071,5.789499e-8,0.3720021,0.003980891,0.000145045,0.001560242,0.02449957,0.000182193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8506739,0.00001931117,0.0001852006,0.004144736,0.00002118762,0.0005353661,0.00001331098,0.00001499912,0.1443921],"genre_scores_gemma":[0.9983498,0.000008736124,0.001142128,0.00007598998,0.00001609656,0.00003872594,0.000003936093,0.000007232154,0.0003573385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4208935,"threshold_uncertainty_score":0.9994736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06906688182361174,"score_gpt":0.3627725730684046,"score_spread":0.2937056912447928,"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."}}