{"id":"W2890355735","doi":"10.1051/e3sconf/20184002004","title":"Hydrodynamic Simulation of an Irregularly Meandering Gravel-Bed River: Comparison of MIKE 21 FM and Delft3D Flow models","year":2018,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Flood myth; Flow (mathematics); Hydrology (agriculture); Geology; Channel (broadcasting); Flooding (psychology); Environmental science; Large eddy simulation; Geomorphology; Geotechnical engineering; Meteorology; Turbulence; Geography; Mechanics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001839028,0.0001127686,0.0002919249,0.00005138619,0.00006152831,0.00000586518,0.0001873849,0.00008855142,0.0004038746],"category_scores_gemma":[0.000008597855,0.0001007934,0.00003016047,0.0001051823,0.0008984309,0.0003428474,0.00003384084,0.00005698533,0.000002601941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006458399,"about_ca_system_score_gemma":0.00004227563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003126648,"about_ca_topic_score_gemma":0.0009610149,"domain_scores_codex":[0.9990248,0.00003873974,0.0003436792,0.0002145482,0.0002443164,0.0001338915],"domain_scores_gemma":[0.9995235,0.00005410709,0.000191221,0.0001415908,0.00003842895,0.00005118211],"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":[0.0003211271,0.0004125077,0.4268223,0.0001544618,0.00009826192,0.000001413431,0.009785564,0.4763621,0.05749513,0.001251452,0.00000626433,0.02728946],"study_design_scores_gemma":[0.0003574655,0.0003751857,0.02923142,0.00002861236,0.00003763007,4.552699e-7,0.0001714422,0.9342745,0.03100555,0.004371117,0.00004403825,0.0001025943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878114,0.00007272355,0.00918453,0.00002192466,0.0000426385,0.00009885991,0.000008767325,0.00001369915,0.002745399],"genre_scores_gemma":[0.9985929,0.00001824072,0.001336823,0.00000858183,0.000009959562,0.000001428547,0.00001257833,0.000004733194,0.00001475563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4579124,"threshold_uncertainty_score":0.4422144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02397373068704575,"score_gpt":0.2630585189123705,"score_spread":0.2390847882253248,"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."}}