{"id":"W4416534364","doi":"10.1007/978-3-031-95107-7_1","title":"A State-of-the-Art Review on Dam-Break Risk Assessment: A Decade of Methodological Insights","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Fault tree analysis; Safeguarding; Risk assessment; Event tree analysis; Probabilistic risk assessment; Risk management; Probabilistic logic; Event (particle physics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005171606,0.0006952977,0.001358381,0.000431092,0.00002488796,0.00001100948,0.0005364086,0.0004824292,0.00006156712],"category_scores_gemma":[0.0008462872,0.0005552917,0.0004273054,0.0003319926,0.00004595593,0.0000459536,0.0001313185,0.001978455,0.000004989716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002269239,"about_ca_system_score_gemma":0.00006561404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006422709,"about_ca_topic_score_gemma":0.00007054876,"domain_scores_codex":[0.997796,0.00006084709,0.0009344975,0.0004157907,0.0004218028,0.0003710924],"domain_scores_gemma":[0.9972711,0.001547888,0.0001898432,0.0008436464,0.00007146658,0.00007610636],"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":[0.00000755268,0.00001479825,0.00001773081,0.005888653,0.0002323037,0.00001217303,0.0000611485,0.9709779,0.0003919078,0.002435765,0.0003420882,0.019618],"study_design_scores_gemma":[0.001978783,0.0004578058,0.002499447,0.1345148,0.001374037,0.00005427012,0.000001482244,0.4275847,0.01480301,0.02675609,0.3856408,0.004334853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.000221461,0.07042664,0.8081074,0.0001396028,0.002173422,0.00134453,0.000278476,0.0006677133,0.1166408],"genre_scores_gemma":[0.7610922,0.1466573,0.08047971,0.0005973422,0.0006550529,0.0003378523,0.0002577385,0.00113991,0.008782834],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7608708,"threshold_uncertainty_score":0.9996899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053953060965588,"score_gpt":0.267152919506236,"score_spread":0.2466133888965802,"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."}}