{"id":"W4312534751","doi":"10.1007/978-3-031-08325-9","title":"Disaster Risk Reduction for Resilience","year":2022,"lang":"en","type":"book","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Resilience (materials science); Disaster risk reduction; Reduction (mathematics); Business; Risk analysis (engineering); Environmental planning; Geography; Materials science; Mathematics","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":[0.0003038635,0.0009065035,0.0003961301,0.0009806532,0.001004876,0.002565207,0.0006356803,0.001680463,0.08634657],"category_scores_gemma":[0.0007523858,0.0002686245,0.0003337624,0.0008172402,0.001132648,0.002941104,0.001803973,0.002517339,0.02713282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001405131,"about_ca_system_score_gemma":0.001355271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003382942,"about_ca_topic_score_gemma":0.01153489,"domain_scores_codex":[0.9998015,0.00004413832,0.000004876591,0.00002051853,0.0001110154,0.00001810623],"domain_scores_gemma":[0.9998432,0.00006710248,0.000007592181,0.0000192948,0.00004365268,0.00001904943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006593204,0.00001655752,0.00002649556,0.00009162723,0.000003783422,0.00003913617,0.0001651714,0.0004123798,0.0001686408,0.1330894,0.7648402,0.1011399],"study_design_scores_gemma":[0.000001289998,0.000004866878,0.00005797837,0.0001015692,0.000001246413,0.0000455968,0.00008117307,0.0001306994,0.00003417636,0.04223696,0.9573014,0.000003078126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000263462,0.02025703,0.005094803,0.00871579,0.003719568,0.00004084697,0.0001294008,0.0001649656,0.9616141],"genre_scores_gemma":[0.002637113,0.009751518,0.002442919,0.002609649,0.0009872288,0.00003564488,0.00009837568,0.0001278568,0.9813097],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08634657,"threshold_uncertainty_score":0.2888581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762749437462403,"score_gpt":0.2951388662791626,"score_spread":0.2775113719045386,"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."}}