{"id":"W1969472686","doi":"10.1680/dare.2011.21.1.31","title":"Development of a life safety model to estimate the risk posed to people by dam failures and floods","year":2011,"lang":"en","type":"article","venue":"Dams and Reservoirs","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Hydro (Canada)","funders":"","keywords":"Flood myth; Hazard; Dam failure; Risk analysis (engineering); Event (particle physics); Dam break; Population; Engineering; Civil engineering; Geography; Business","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":[0.0006179414,0.0005635421,0.000453848,0.0006435832,0.0004221973,0.0008294781,0.001370209,0.001353634,0.003238299],"category_scores_gemma":[0.001873367,0.0004187595,0.0007564134,0.0002943967,0.0005101127,0.001226712,0.000787395,0.0009222706,0.0005948554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156546,"about_ca_system_score_gemma":0.001904324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506053,"about_ca_topic_score_gemma":0.006835621,"domain_scores_codex":[0.9996947,0.00007812226,0.00001812523,0.00006031739,0.0001092281,0.00003945963],"domain_scores_gemma":[0.9994093,0.0002780609,0.00007723593,0.00002865338,0.0001716962,0.00003510371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000014172,0.00001829076,0.0009213644,0.00001503103,0.00001203929,0.00004562578,0.00004618611,0.9846022,0.000427235,0.008308056,0.000504296,0.005085616],"study_design_scores_gemma":[0.000006192406,0.00001814683,0.0002020349,0.000006061756,0.000006619286,0.00001742033,0.00001267295,0.9946098,0.0002129405,0.003724497,0.001176491,0.000007077455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05384383,0.0001469322,0.9271566,0.0009646879,0.00007557177,0.0001742423,0.0008287253,0.0006257796,0.01618358],"genre_scores_gemma":[0.8633762,0.0004702487,0.116444,0.0002561289,0.00007908516,0.0007491072,0.00116124,0.0001073168,0.01735663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01506053,"threshold_uncertainty_score":0.02994573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199150067252039,"score_gpt":0.2301745448363707,"score_spread":0.2181830441638503,"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."}}