{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006971022,0.00006671325,0.00007530639,0.0001924979,0.0002081003,0.0001288673,0.0003007166,0.00003277329,0.0001266246],"category_scores_gemma":[0.00003650975,0.00005652695,0.00005332929,0.0001757367,0.0001319343,0.0005953117,0.00007378943,0.00007815187,4.5973e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409904,"about_ca_system_score_gemma":0.00003459806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007749897,"about_ca_topic_score_gemma":0.03647338,"domain_scores_codex":[0.9989039,0.0002251824,0.0002795002,0.0001312166,0.0003441471,0.0001161117],"domain_scores_gemma":[0.9995987,0.00002006517,0.0001850668,0.00007338037,0.000087017,0.00003571434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004900064,0.0001507289,0.6990713,0.00002293833,0.00009905075,0.000003322675,0.2636713,0.00006461572,0.00008011113,0.01462835,0.000265011,0.02189433],"study_design_scores_gemma":[0.0005741579,0.00001898431,0.5349351,0.0002301712,0.00002526808,0.000001889528,0.4572548,0.0003633512,0.00004018306,0.003869186,0.002592972,0.00009393904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908702,0.00004615777,0.002589957,0.0002348451,0.0009567824,0.0002097341,0.000002441147,0.000009912735,0.005079977],"genre_scores_gemma":[0.9969033,0.0005686373,0.0001217774,0.00006231404,0.00006858246,0.0000183397,0.00001279987,0.000002934564,0.002241319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1935835,"threshold_uncertainty_score":0.9811085,"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."}}