{"id":"W3019492162","doi":"10.3390/w12041218","title":"A Review on Hydrodynamics of Free Surface Flows in Emergent Vegetated Channels","year":2020,"lang":"en","type":"review","venue":"Water","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Turbulence; Turbulence kinetic energy; Drag; Drag coefficient; Flow (mathematics); Open-channel flow; Vegetation (pathology); Wake; Reynolds stress; Mechanics; Geology; Environmental science; Physics","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":[0.0003029252,0.00108263,0.001614387,0.001927609,0.0003640635,0.001261376,0.0007610176,0.0010732,0.004401584],"category_scores_gemma":[0.0005623676,0.0004936393,0.0008002034,0.003135001,0.0004314238,0.001897018,0.0006147347,0.0009821329,0.001887692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000469251,"about_ca_system_score_gemma":0.001213709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638202,"about_ca_topic_score_gemma":0.001192653,"domain_scores_codex":[0.9998322,0.00002530535,0.00002588478,0.00004576648,0.00005280495,0.00001812024],"domain_scores_gemma":[0.9996655,0.0001695266,0.00004595875,0.00001263613,0.00008226529,0.00002411662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001430859,0.0001425758,0.001447552,0.04157322,0.0002747664,0.0005135923,0.0003181311,0.008785272,0.01106637,0.01839821,0.05366755,0.8636698],"study_design_scores_gemma":[0.00001540291,0.0002278305,0.004558628,0.005620185,0.0002597203,0.001092147,0.0002173213,0.003306244,0.001861555,0.008103319,0.9746317,0.0001060975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001150041,0.9906632,0.003883777,0.0003458492,0.0006593485,0.00001021883,0.0001071458,0.00004875439,0.003131708],"genre_scores_gemma":[0.003748811,0.9920373,0.001595999,0.0002048123,0.0007419436,0.00001427402,0.0001529453,0.00001537722,0.001488428],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004401584,"threshold_uncertainty_score":0.01472479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231466186332237,"score_gpt":0.2643974809870424,"score_spread":0.2412508623538187,"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."}}