{"id":"W2765916475","doi":"10.1111/risa.12851","title":"Perceptions of Risk and Vulnerability Following Exposure to a Major Natural Disaster: The Calgary Flood of 2013","year":2017,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of Calgary; National Science Foundation","keywords":"Flood myth; Vulnerability (computing); Risk perception; Flooding (psychology); Risk management; Perception; Government (linguistics); Environmental planning; Geography; Natural disaster; Emergency management; Business; Climate change; Environmental resource management; Psychology; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008729929,0.0001907364,0.0002012926,0.0004529499,0.001130862,0.001200195,0.0003071378,0.0004511526,0.002028342],"category_scores_gemma":[0.002980151,0.0001386511,0.0002279348,0.0004684071,0.001191022,0.0006551922,0.001512013,0.0008814923,0.0001491017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002453869,"about_ca_system_score_gemma":0.001144089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1646404,"about_ca_topic_score_gemma":0.2822642,"domain_scores_codex":[0.999666,0.00008505919,0.00002276596,0.00002704628,0.00007727943,0.0001219571],"domain_scores_gemma":[0.9987302,0.0002439683,0.0005357501,0.00004786547,0.000154661,0.0002875444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001630985,0.00018895,0.9241583,0.00005275043,0.0000694519,0.0006601077,0.05827847,0.0004213618,0.000550249,0.0002283107,0.00144759,0.01378136],"study_design_scores_gemma":[0.000002468724,0.00005478072,0.9341376,0.00002934363,0.000006903598,0.00005833948,0.0648193,0.00007350871,0.00005434887,0.00008396264,0.0006683827,0.00001108319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989181,0.00004224516,0.00002071019,0.0002064849,0.000004080195,0.000005162711,0.00004981904,9.1437e-7,0.0007525426],"genre_scores_gemma":[0.9994243,0.000119529,0.00002782063,0.00007102114,0.000005289798,0.000005688801,0.0000614985,7.002134e-7,0.0002841067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8353596,"threshold_uncertainty_score":0.3273642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004569053612953366,"score_gpt":0.2490383647506822,"score_spread":0.2444693111377288,"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."}}