{"id":"W2560340449","doi":"10.1515/johh-2016-0044","title":"Turbulence characteristics of flow in an open channel with temporally varying mobile bedforms","year":2016,"lang":"en","type":"article","venue":"Journal of Hydrology and Hydromechanics","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Bedform; Turbulence; Geology; Mechanics; Reynolds stress; Skewness; Turbulence kinetic energy; Open-channel flow; Geometry; Physics; Geomorphology; Mathematics; Sediment transport; Statistics","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":[0.0001092715,0.0001031551,0.0001269032,0.0004450419,0.0001681282,0.0002482836,0.00008858326,0.0001099973,0.000252248],"category_scores_gemma":[0.0002150201,0.00007678712,0.0001129849,0.0002961301,0.0003318118,0.000166909,0.0001325533,0.00008763745,0.00002667629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002700203,"about_ca_system_score_gemma":0.000172673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333648,"about_ca_topic_score_gemma":0.003195817,"domain_scores_codex":[0.9999466,0.000005775455,0.000003194233,0.00001138722,0.00001464621,0.00001836725],"domain_scores_gemma":[0.9998634,0.00004748546,0.00002980169,0.000006203145,0.00002431703,0.00002875297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001547803,0.0003693903,0.3149943,0.00009292969,0.00006822894,0.001012422,0.0005203686,0.03391352,0.6252365,0.0008233754,0.0001957685,0.0212255],"study_design_scores_gemma":[0.00002853922,0.0004204407,0.9089861,0.000006332484,0.00002468853,0.0001584359,0.0002443388,0.06257543,0.02710858,0.0001805353,0.0002382862,0.00002822445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995316,0.00001171697,0.0003597342,0.000001414687,8.932465e-7,0.000001624717,0.00002298468,0.000005713172,0.00006431218],"genre_scores_gemma":[0.9997626,0.000007529683,0.0001560804,8.033476e-7,7.968413e-7,0.000001363877,0.00002799413,6.796305e-7,0.00004215309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003333648,"threshold_uncertainty_score":0.006628513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009752485954596803,"score_gpt":0.2275621693447187,"score_spread":0.2178096833901219,"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."}}