{"id":"W2073653081","doi":"10.1002/esp.1930","title":"Spatial variability of three‐dimensional Reynolds stresses in a developing channel bend","year":2010,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Reynolds stress; Turbulence; Mechanics; Turbulence kinetic energy; Reynolds number; Shear stress; Thalweg; Open-channel flow; Geology; Geometry; Reynolds stress equation model; Physics; Sediment; Mathematics; Geomorphology; K-omega turbulence model","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003968795,0.0001506159,0.000217826,0.00002643333,0.00009614536,0.0000123951,0.0001322804,0.0001336475,0.0008712938],"category_scores_gemma":[0.00007376867,0.0001099458,0.00001898316,0.0002492914,0.0002304436,0.0002885411,0.00007055058,0.0002131746,0.00001065329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000501756,"about_ca_system_score_gemma":0.00006932337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001126121,"about_ca_topic_score_gemma":0.02932566,"domain_scores_codex":[0.9989398,0.00001150913,0.0002671225,0.0003144096,0.0002044391,0.0002627666],"domain_scores_gemma":[0.9995995,0.00009789134,0.00008300367,0.0001248878,0.00002563343,0.00006911463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008012902,0.00009417445,0.9954436,0.0002020984,0.000008196944,0.000004808971,0.000377429,0.001448461,0.001011106,0.00006753029,0.000006296063,0.001256145],"study_design_scores_gemma":[0.0007783805,0.000122669,0.9656647,0.00006718368,0.00001392417,0.00001152845,0.00003191774,0.002164872,0.02511993,0.004362901,0.001354532,0.0003074254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978659,0.00008210963,0.0008672489,0.0002718295,0.00007964293,0.0001564366,0.00001462897,0.00002272709,0.000639491],"genre_scores_gemma":[0.9984565,0.00005174751,0.001333293,0.00007305093,0.00001582577,0.000006658749,0.00001516769,0.000007769185,0.00003995289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02977889,"threshold_uncertainty_score":0.9883866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00831835191298089,"score_gpt":0.2075807833939194,"score_spread":0.1992624314809386,"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."}}