{"id":"W4403643107","doi":"10.2139/ssrn.4995727","title":"Gravel-Bed River Morphodynamic Processes Throughout an 80-Year Flood Event from Numerical Modeling: Implications for Flood Regulation Strategies","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Flood myth; Hydrology (agriculture); Event (particle physics); Environmental science; Geology; Geography; Geotechnical engineering; 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":[0.000462578,0.0002530169,0.0002887201,0.0003085901,0.0002819335,0.000671981,0.0003370874,0.0005499166,0.001139569],"category_scores_gemma":[0.00237365,0.0002493652,0.0003715528,0.0004536073,0.0003082728,0.0006781397,0.000332519,0.0004022455,0.0001584657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005639612,"about_ca_system_score_gemma":0.0005194652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01921303,"about_ca_topic_score_gemma":0.01575304,"domain_scores_codex":[0.9999391,0.00001589941,0.000007199154,0.000019175,0.000008539706,0.00001016119],"domain_scores_gemma":[0.9994215,0.0003807917,0.00006212884,0.00006467474,0.00004143828,0.00002950151],"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":[0.0001885528,0.0001430945,0.1041167,0.00005295318,0.00008807844,0.0001929734,0.0002742145,0.8792168,0.002258231,0.002109915,0.001153836,0.01020465],"study_design_scores_gemma":[0.00002303126,0.00003308958,0.07433787,0.00001005224,0.00004269493,0.00004694127,0.0001042474,0.9218546,0.0008909813,0.002272228,0.0003569825,0.00002726806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973269,0.0000259145,0.001222598,0.00008940148,0.000006493099,0.000003386588,0.0005105044,0.0000453366,0.0007694273],"genre_scores_gemma":[0.9987413,0.00003392994,0.0005663512,0.000006190125,0.000003712575,0.0000038985,0.00042097,0.00001141516,0.0002121238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01921303,"threshold_uncertainty_score":0.0382024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439895107257527,"score_gpt":0.2793469878069927,"score_spread":0.2649480367344175,"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."}}