{"id":"W4416084757","doi":"10.1017/9781009633574.002","title":"Reconsidering Disaster Risk","year":2025,"lang":"","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Order (exchange); Natural disaster; Disaster research; Emergency management; Selection (genetic algorithm); Conceptual framework; Key (lock); Work (physics)","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":[0.002776332,0.0007054748,0.0004659436,0.001030324,0.003879303,0.007974513,0.001397895,0.003884607,0.006576768],"category_scores_gemma":[0.003968276,0.0002763549,0.0005603544,0.001308643,0.01950618,0.01463916,0.007758594,0.006658014,0.001021494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004881128,"about_ca_system_score_gemma":0.003789047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004707207,"about_ca_topic_score_gemma":0.006314383,"domain_scores_codex":[0.9979414,0.0009922732,0.00006769114,0.000254271,0.0004391595,0.0003051112],"domain_scores_gemma":[0.9986516,0.0008039659,0.0001030775,0.0001374785,0.0001841066,0.0001199212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005524545,0.000008288911,0.000312252,0.00006886166,0.000004455158,0.0001557784,0.008265323,0.0008569674,0.00008135464,0.9683059,0.01076515,0.01117012],"study_design_scores_gemma":[0.000003856378,0.00001966643,0.0004134348,0.0002494284,0.000006290494,0.000312913,0.01560756,0.0006952455,0.0001114775,0.6346914,0.3478714,0.00001734527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04371386,0.05826195,0.0394613,0.2424611,0.005457373,0.00008544216,0.0001825309,0.0001247199,0.6102516],"genre_scores_gemma":[0.833512,0.05144019,0.01180674,0.02133682,0.002395858,0.0001668903,0.000195631,0.0001470663,0.07899883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007974513,"threshold_uncertainty_score":0.03541523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008593193077261,"score_gpt":0.2244149510167218,"score_spread":0.1843290190859492,"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."}}