{"id":"W4414339853","doi":"10.1108/dpm-02-2025-0037","title":"Cascading catastrophes: gendered experiences of the pandemic among Typhoon Haiyan survivors in Tacloban City","year":2025,"lang":"en","type":"article","venue":"Disaster Prevention and Management An International Journal","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Typhoon; Livelihood; Vulnerability (computing); Pandemic; Mental health; Psychological resilience; Suicide prevention; Disaster research","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":[0.000903362,0.0003532665,0.000313205,0.000525341,0.004749325,0.001284271,0.0004392838,0.0005380315,0.003639257],"category_scores_gemma":[0.001409294,0.0002490059,0.0001990223,0.000562042,0.002594236,0.001425732,0.002781996,0.001065904,0.0001595263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001368072,"about_ca_system_score_gemma":0.001757805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03032345,"about_ca_topic_score_gemma":0.06903561,"domain_scores_codex":[0.9995135,0.0002079338,0.00001440128,0.00003647304,0.00004055098,0.0001871605],"domain_scores_gemma":[0.999341,0.0001953176,0.0001737668,0.00002698651,0.00007316627,0.0001897139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009108168,0.00005568816,0.1527043,0.0001176765,0.00002821049,0.001604321,0.832047,0.00006659237,0.0008006315,0.000848612,0.002480109,0.009155755],"study_design_scores_gemma":[0.000001275329,0.00004113846,0.03818174,0.00003577695,0.000004569558,0.0002302858,0.9591197,0.00002503297,0.00005343759,0.0001074646,0.002191013,0.000008562532],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979061,0.000213537,0.00005098827,0.0006173672,0.00001964943,0.000008600448,0.00005715346,0.000001741554,0.001124835],"genre_scores_gemma":[0.9990627,0.0002391649,0.00003050295,0.0001456861,0.0000071693,0.00001448258,0.00002715629,0.000001518024,0.0004715676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03032345,"threshold_uncertainty_score":0.06029391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0753097148751577,"score_gpt":0.3549647624423419,"score_spread":0.2796550475671842,"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."}}