{"id":"W1824058942","doi":"10.1029/2008wr007134","title":"One‐dimensional numerical modeling of sediment transport and bed deformation in open channels","year":2009,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sediment transport; Beach morphodynamics; Geology; Geotechnical engineering; Sediment; Erosion; Deposition (geology); Mechanics; Flow (mathematics); Shear stress; Geometry; Geomorphology; Mathematics; Physics","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":[0.0002559381,0.0004355834,0.0004984568,0.000459992,0.0007807888,0.001089349,0.001272313,0.0009926955,0.00103042],"category_scores_gemma":[0.0008504287,0.0003910165,0.0004142358,0.0005527465,0.001060211,0.0005797744,0.0005509357,0.0005316181,0.0001492129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002003656,"about_ca_system_score_gemma":0.001878331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09099945,"about_ca_topic_score_gemma":0.0473659,"domain_scores_codex":[0.9998596,0.00002831995,0.0000102159,0.00002775132,0.0000371774,0.00003693694],"domain_scores_gemma":[0.9996476,0.0001486774,0.00005938031,0.00003172112,0.00006268653,0.00004997558],"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":[0.000008586625,0.00001472236,0.0008230607,0.000006913477,0.000003202143,0.00002943418,0.00002076962,0.9960134,0.0007433823,0.001136297,0.00004933981,0.001150891],"study_design_scores_gemma":[0.000003353841,0.000004709469,0.0002926337,0.00000142936,0.000001470438,0.000004462378,0.000005284323,0.9992483,0.0001140521,0.0002035542,0.0001173101,0.000003314571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.811599,0.0004325048,0.17312,0.0003613151,0.00007764882,0.0001002139,0.0005098197,0.0005937172,0.01320583],"genre_scores_gemma":[0.9836393,0.000234701,0.01225349,0.00002867206,0.00001245359,0.00009078021,0.0001526304,0.00002961786,0.003558339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09099945,"threshold_uncertainty_score":0.1809396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04934429211626741,"score_gpt":0.304589995588358,"score_spread":0.2552457034720906,"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."}}