{"id":"W1480113620","doi":"10.1023/a:1022917721797","title":"Disaster Management and Community Planning, and Public Participation: How to Achieve Sustainable Hazard Mitigation","year":2003,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":535,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"Institute for Catastrophic Loss Reduction; U.S. Environmental Protection Agency","keywords":"Natural hazard; Emergency management; Environmental planning; Hazard; Business; Public participation; Process (computing); Environmental resource management; Process management; Political science; Public relations; Computer science; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008262309,0.0001088138,0.0001054756,0.0001013272,0.001169233,0.0005531655,0.0001640215,0.00005226031,0.00002519973],"category_scores_gemma":[0.0002291412,0.00009595258,0.00002061336,0.0003165612,0.0002337515,0.0006457017,0.0001488273,0.0001973294,0.000005813172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006204072,"about_ca_system_score_gemma":0.00002332887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009527156,"about_ca_topic_score_gemma":0.000479168,"domain_scores_codex":[0.998515,0.0004597919,0.000100404,0.0001837115,0.0003301895,0.0004109122],"domain_scores_gemma":[0.9994727,0.00006690276,0.00004363207,0.0001582438,0.00008322511,0.0001752365],"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":[0.00008239227,0.0002519116,0.08867037,0.0003232456,0.0001177111,0.00004344898,0.1058722,0.0000207793,0.00004816807,0.7023193,0.02579201,0.07645845],"study_design_scores_gemma":[0.000840498,0.0002519685,0.1739659,0.00007514131,0.00006548359,0.000001947945,0.3322727,0.0001398307,0.00005623072,0.01217625,0.4796256,0.0005284142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128974,0.0003211001,0.00022914,0.005303694,0.0001765513,0.0004281408,9.846748e-7,0.00005138165,0.08059162],"genre_scores_gemma":[0.96864,0.0000236157,0.0003849473,0.0004037438,0.00003923082,0.00003269168,0.000004624307,0.000006157455,0.03046493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.690143,"threshold_uncertainty_score":0.8992911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168089851322074,"score_gpt":0.3101988670399322,"score_spread":0.2885179685267115,"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."}}