{"id":"W1979736011","doi":"10.3390/w6030517","title":"Integrated River and Coastal Hydrodynamic Flood Risk Mapping of the LaHave River Estuary and Town of Bridgewater, Nova Scotia, Canada","year":2014,"lang":"en","type":"article","venue":"Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Community College","funders":"U.S. Department of Transportation","keywords":"Estuary; Flooding (psychology); Storm surge; Hydrology (agriculture); Flood myth; Discharge; Shore; River mouth; Bathymetry; Environmental science; Coastal flood; Surface runoff; Dredging; Oceanography; Storm; Climate change; Geology; Geography; Drainage basin; Sea level rise; Sediment; Geomorphology","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":[0.0001762287,0.0002898788,0.0001916715,0.001224616,0.0007144443,0.0009215267,0.0003807565,0.0001557694,0.001514052],"category_scores_gemma":[0.0007337326,0.0001835788,0.0001914154,0.001299521,0.0001786547,0.0001535942,0.0005797477,0.0001336776,0.0001884827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006345139,"about_ca_system_score_gemma":0.009694861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9860021,"about_ca_topic_score_gemma":0.9942621,"domain_scores_codex":[0.9998469,0.00001384931,0.000007855821,0.00002706292,0.00005618022,0.00004809332],"domain_scores_gemma":[0.9995796,0.00002805362,0.00004001363,0.00001694074,0.0002579551,0.00007739296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000165185,0.0001055178,0.9261714,0.00007837998,0.000104301,0.0005347342,0.000855984,0.02534643,0.003520107,0.0006823371,0.005215658,0.03722],"study_design_scores_gemma":[0.00001514924,0.00002161027,0.9629378,0.00004293372,0.0000235514,0.00005614848,0.001339617,0.0320708,0.0004108784,0.00005941319,0.00300435,0.00001785436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896834,0.0001287229,0.000796263,0.00007568809,0.00000493755,0.0000862552,0.004373442,0.00004962406,0.004801673],"genre_scores_gemma":[0.9898418,0.0001618849,0.00170868,0.00001503042,0.000001808996,0.00004873841,0.003475324,0.00001095393,0.00473584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01399791,"threshold_uncertainty_score":0.04603744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003855990551300268,"score_gpt":0.1651904649859293,"score_spread":0.1613344744346291,"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."}}