{"id":"W3025270814","doi":"10.1029/2019jc015928","title":"Present and Future Flood Hazard in the Lower Columbia River Estuary: Changing Flood Hazards in the Portland‐Vancouver Metropolitan Area","year":2020,"lang":"en","type":"article","venue":"Journal of Geophysical Research Oceans","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Army Corps of Engineers; Office of Naval Research; Office of Naval Research Global; Division of Ocean Sciences; Portland State University; National Science Foundation","keywords":"Flood myth; Hydrology (agriculture); Magnitude (astronomy); Estuary; Environmental science; Floodplain; Fluvial; 100-year flood; Water level; Geology; Geography; Oceanography; Geomorphology; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002977517,0.0003362619,0.0002329947,0.0004806824,0.0008036577,0.00155948,0.001088285,0.0006369317,0.002277752],"category_scores_gemma":[0.001076204,0.0002414378,0.0004008225,0.0006701579,0.0004306558,0.0003426555,0.0005855932,0.0005127838,0.0001693738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005749183,"about_ca_system_score_gemma":0.002940529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7738808,"about_ca_topic_score_gemma":0.7898517,"domain_scores_codex":[0.9998389,0.00003380258,0.0000068546,0.00002536276,0.00003495671,0.00005997965],"domain_scores_gemma":[0.9995818,0.0001055345,0.00004467089,0.00002313728,0.0001331711,0.0001116759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003112188,0.0003545675,0.5030704,0.00003830546,0.0001642135,0.0008677492,0.000244739,0.4803278,0.002776016,0.001122261,0.00228535,0.008437354],"study_design_scores_gemma":[0.0001000503,0.0001448051,0.3058172,0.00002773285,0.0001058882,0.0001326832,0.001244365,0.6890733,0.0009498319,0.0004955666,0.001854659,0.00005388754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980087,0.00001863236,0.0001023131,0.00008999778,0.000002949453,0.000007079305,0.0002178039,0.000009460292,0.001543047],"genre_scores_gemma":[0.9987382,0.00002820021,0.0001298717,0.00002154684,0.000001528657,0.000006979816,0.0001873922,0.000003266174,0.0008829935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7738808,"threshold_uncertainty_score":0.4549016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168259502187373,"score_gpt":0.2902295442821609,"score_spread":0.2685469492602872,"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."}}