{"id":"W2029110988","doi":"10.1061/(asce)0733-9429(2007)133:2(186)","title":"Estimating Transverse Mixing in Open Channels due to Secondary Current-Induced Shear Dispersion","year":2007,"lang":"en","type":"article","venue":"Journal of Hydraulic Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada); University of Alberta","funders":"Australian Government","keywords":"Mechanics; Transverse plane; Turbulence; Mixing (physics); Dispersion (optics); Open-channel flow; Turbulent diffusion; Physics; Diffusion; Flow (mathematics); Geology; Optics; Engineering; Structural engineering; Thermodynamics","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":[0.0005575944,0.0003337039,0.0003014524,0.0009318108,0.0003650735,0.0006352439,0.00033202,0.0004151001,0.0003172202],"category_scores_gemma":[0.002954698,0.0003215435,0.000313234,0.00050074,0.0003968458,0.0009450606,0.0007155846,0.0003365151,0.00006610419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004825543,"about_ca_system_score_gemma":0.0006108426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005051242,"about_ca_topic_score_gemma":0.003652862,"domain_scores_codex":[0.9998537,0.00003171877,0.000009968217,0.00003489481,0.00004593086,0.00002376129],"domain_scores_gemma":[0.9991443,0.0004449464,0.0001932775,0.00005881978,0.00009964901,0.00005885519],"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":[0.0003411082,0.0001213021,0.1330187,0.00006685342,0.00006269406,0.0003023794,0.0002549629,0.693423,0.1197011,0.01031567,0.0001898597,0.04220236],"study_design_scores_gemma":[0.000007195697,0.00003776577,0.008236241,0.00000275848,0.000009148315,0.00003602638,0.00002571681,0.9801658,0.00963679,0.001733979,0.00009479836,0.00001372612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8381938,0.00007522632,0.1608368,0.00002237238,0.000005857405,0.00001920668,0.00005905522,0.0001600491,0.0006275952],"genre_scores_gemma":[0.9848071,0.00005004518,0.01483063,0.000003789966,0.000003760906,0.0000107007,0.0000612662,0.0000119524,0.0002206554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005051242,"threshold_uncertainty_score":0.01004368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263038246438265,"score_gpt":0.254354128978676,"score_spread":0.2417237465142933,"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."}}