{"id":"W4239531024","doi":"10.1023/a:1008108208545","title":"Risk Assessment, Emergency Preparedness and Response to Hazards: The Case of the 1997 Red River Valley Flood, Canada","year":2000,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University","funders":"Canadian Armed Forces","keywords":"Flood myth; Natural hazard; Preparedness; Context (archaeology); Environmental planning; Floodplain; Flood control; Psychological intervention; Emergency management; Vulnerability (computing); Business; Natural disaster; Geography; Environmental resource management; Political science; Economic growth; Environmental science; Cartography; Computer security; Economics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000741952,0.0002178779,0.0001837227,0.00002373052,0.0004925071,0.00003027657,0.0005313423,0.00005497914,0.001997069],"category_scores_gemma":[0.00008259334,0.000124351,0.00008705921,0.000421485,0.0001660473,0.0001729457,0.0004558639,0.0002851814,0.00001542658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004166732,"about_ca_system_score_gemma":0.0001574967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4031197,"about_ca_topic_score_gemma":0.6472072,"domain_scores_codex":[0.9979533,0.0004292918,0.0003085293,0.0004029543,0.0005608939,0.0003450472],"domain_scores_gemma":[0.9989927,0.00008476021,0.0001252425,0.0006560959,0.00002340178,0.00011777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001134845,0.0002507087,0.05095597,0.00003964031,0.0003219072,0.0004348124,0.006244919,0.00554233,0.002681564,0.0001750592,0.60745,0.3247682],"study_design_scores_gemma":[0.001235331,0.0002162265,0.7442237,0.00003448716,0.0002762694,0.0001251429,0.001774304,0.01139884,0.0005736224,0.0005081403,0.2390022,0.0006318142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911283,0.0001664055,0.000009619407,0.002241005,0.0006562455,0.0006748371,0.00009311954,0.00002258647,0.005007869],"genre_scores_gemma":[0.9918311,0.0001623524,0.000495545,0.0002850498,0.00004094109,0.00003903364,0.000004255397,0.00001595056,0.007125788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6932677,"threshold_uncertainty_score":0.9989153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003868110847219561,"score_gpt":0.2413096515813907,"score_spread":0.2374415407341712,"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."}}