{"id":"W3110313841","doi":"10.5772/intechopen.94489","title":"Disaster Management: A State-of-the-Art Review","year":2020,"lang":"en","type":"review","venue":"IntechOpen eBooks","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology; Royal Roads University; University of Alberta","funders":"","keywords":"Emergency management; Business; Environmental planning; Preparedness; Flexibility (engineering); Flood myth; Hazard; Corporate governance; Disaster response; Environmental resource management; Risk analysis (engineering); Political science; Geography; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005687249,0.0003230548,0.001132693,0.00008593244,0.0001933656,0.0001190132,0.00243222,0.0000871778,0.0002689554],"category_scores_gemma":[0.00007064057,0.0002071068,0.0006784291,0.0003894891,0.0005093411,0.00009313988,0.001040131,0.0003266459,0.0009206934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000861419,"about_ca_system_score_gemma":0.0001637744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003205837,"about_ca_topic_score_gemma":0.0001336953,"domain_scores_codex":[0.9974047,0.000440085,0.0007045978,0.0004433162,0.0006511072,0.0003562054],"domain_scores_gemma":[0.9986001,0.00006734829,0.0005280075,0.000648878,0.00004522844,0.0001104777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001072235,0.000009873431,2.15738e-7,0.02070541,0.0001020486,0.00001208384,0.0005498473,6.415194e-9,1.468189e-8,0.003890092,0.02423747,0.9504918],"study_design_scores_gemma":[0.0000412855,0.000009772367,1.393607e-7,0.07220682,0.0004415091,9.124283e-7,0.0001692822,6.026451e-8,2.139471e-7,0.0004340215,0.9264784,0.0002175602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.228504e-8,0.539004,0.00002616165,0.000163806,0.0002856094,0.001835127,0.000006942814,0.00003193909,0.4586464],"genre_scores_gemma":[0.000001878899,0.8361506,0.00005175201,0.0004871153,0.00005866754,0.0001875525,0.000003599529,0.00002898135,0.1630299],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9502743,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04081537661296736,"score_gpt":0.3601920476939149,"score_spread":0.3193766710809475,"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."}}