{"id":"W4405328899","doi":"10.1007/978-3-031-61535-1_32","title":"Analysis of Flood Economic Consequences for the Risk Assessment of Bridge Failures in Manitoba","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Flood myth; Bridge (graph theory); Forensic engineering; Flood risk assessment; Environmental planning; Risk analysis (engineering); Geography; Business; Engineering; Medicine; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007978855,0.0004380623,0.0002781954,0.001488333,0.0007047014,0.00138622,0.0007167851,0.0003597246,0.002279768],"category_scores_gemma":[0.001901744,0.0002829077,0.0005210683,0.001877504,0.0005049579,0.0004782947,0.0006312061,0.0005525482,0.000125241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008412898,"about_ca_system_score_gemma":0.003685066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4834512,"about_ca_topic_score_gemma":0.6905199,"domain_scores_codex":[0.9998268,0.00007138164,0.000004976173,0.00001234055,0.00003808626,0.00004633084],"domain_scores_gemma":[0.9993854,0.0003500083,0.00004587656,0.00001511698,0.0001526765,0.00005088845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0004187278,0.0002131851,0.2801931,0.0001067012,0.0003057624,0.001532996,0.0009705732,0.66043,0.003515356,0.0195167,0.002620961,0.03017597],"study_design_scores_gemma":[0.00003900114,0.0002518067,0.3846465,0.0000576709,0.0002775727,0.0001955637,0.00612251,0.5945008,0.001599435,0.009164648,0.003093492,0.00005092819],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988063,0.0001624973,0.002167793,0.0003196622,0.00000667914,0.00003769713,0.0004249504,0.00001684567,0.008800861],"genre_scores_gemma":[0.9929298,0.0002927601,0.001327077,0.00003170514,0.000004167369,0.0000217614,0.0003248972,0.00001286329,0.005055043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5165488,"threshold_uncertainty_score":0.9612745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009069960237007874,"score_gpt":0.2291049831630917,"score_spread":0.2200350229260838,"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."}}