{"id":"W4410602306","doi":"10.1002/wat2.70026","title":"The Needs, Challenges, and Priorities for Advancing Global Flood Research","year":2025,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"EPSRC Centre for Doctoral Training in Science and Engineering in Arts, Heritage and Archaeology; Division of Civil, Mechanical and Manufacturing Innovation; Division of Chemical, Bioengineering, Environmental, and Transport Systems; U.S. Geological Survey; Universidad de Antioquia; Bundesministerium für Bildung und Forschung; National Natural Science Foundation of China; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Aeronautics Research Mission Directorate; National Science Foundation; Texas State University; Directorate for Engineering; Alexander von Humboldt-Stiftung; UK Carbon Capture and Storage Research Community; National Aeronautics and Space Administration; Engineering and Physical Sciences Research Council; UK Research and Innovation","keywords":"Flood myth; Environmental planning; Environmental resource management; Business; Engineering ethics; Engineering; Environmental science; Geography; Archaeology","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":[0.06761787,0.001205566,0.001922406,0.003020572,0.002558525,0.0122744,0.003161916,0.01471983,0.01583556],"category_scores_gemma":[0.04243091,0.0006254147,0.001954036,0.004328128,0.01444755,0.02644087,0.01907751,0.01473378,0.003689916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003956944,"about_ca_system_score_gemma":0.03202172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003463759,"about_ca_topic_score_gemma":0.003634995,"domain_scores_codex":[0.9806403,0.01152891,0.001289448,0.001202059,0.002979081,0.00236016],"domain_scores_gemma":[0.9126067,0.05781752,0.00312136,0.004637835,0.01053181,0.01128477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001400336,0.0002264376,0.001454441,0.0108444,0.0001219776,0.0003420003,0.002902354,0.002242514,0.001594821,0.3640755,0.2154657,0.4005898],"study_design_scores_gemma":[0.00003873158,0.0001162133,0.001188312,0.006644119,0.00003648241,0.0002396573,0.006266742,0.0007008295,0.0002460454,0.3149153,0.6695346,0.00007300996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001675858,0.2589026,0.008906871,0.7112411,0.008810737,0.00007285452,0.0002032438,0.0001548591,0.01003184],"genre_scores_gemma":[0.06673508,0.692499,0.06858177,0.14314,0.02168264,0.0006107325,0.0006681526,0.0002285537,0.005854025],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06761787,"threshold_uncertainty_score":0.3576018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04182593734982661,"score_gpt":0.3744421395512738,"score_spread":0.3326162022014472,"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."}}