{"id":"W2949418167","doi":"10.1016/j.ijdrr.2019.101207","title":"Pre-disaster planning and preparedness for floods and droughts: A systematic review","year":2019,"lang":"en","type":"review","venue":"International Journal of Disaster Risk Reduction","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":191,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Australian Research Council","keywords":"Preparedness; Disaster risk reduction; Environmental planning; Emergency management; Flood myth; Risk management; Business; Environmental resource management; Disaster preparedness; Corporate governance; Sustainable development; Flood mitigation; Contingency plan; Legislature; Political science; Geography; Environmental science; Finance; Computer security; Computer science","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":[0.004445515,0.001109957,0.002913867,0.009273733,0.0005560115,0.002079528,0.00141086,0.001618302,0.004535089],"category_scores_gemma":[0.02227378,0.0006625897,0.003397452,0.01042079,0.0006373422,0.002348552,0.001266912,0.001025233,0.0004304246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00206232,"about_ca_system_score_gemma":0.01435903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007514349,"about_ca_topic_score_gemma":0.02361012,"domain_scores_codex":[0.997159,0.0008394221,0.001014774,0.0002350897,0.000632624,0.0001190222],"domain_scores_gemma":[0.9819229,0.01399182,0.002126604,0.0002132817,0.001494546,0.0002507576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008355633,0.00003768866,0.0008187206,0.8433465,0.00176044,0.0001761917,0.0004497957,0.0001727414,0.0001731395,0.0006046111,0.004724951,0.1476516],"study_design_scores_gemma":[0.00006210586,0.0001546242,0.004772467,0.8867236,0.01261439,0.0006481505,0.0008583271,0.00007897301,0.0001906757,0.0006031183,0.09325482,0.00003865187],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004499715,0.9986298,0.0001125652,0.000206461,0.00008476351,0.00007001861,0.0001377075,0.000004546811,0.0003042845],"genre_scores_gemma":[0.002709537,0.9967055,0.0002153859,0.0001421862,0.00003257819,0.00006176049,0.00007271482,0.000001727885,0.00005870889],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009273733,"threshold_uncertainty_score":0.0235104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638785031560299,"score_gpt":0.3595920811442684,"score_spread":0.3332042308286654,"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."}}