“…Put simply, the use of a single value of critical Shields stress in the prediction of bed load flux does not fully capture the complex processes that control bed load transport rates. Previous studies have shown that variability in critical shear stress may be due to changes in bed pocket geometry [ Wiberg and Smith , ; Kirchner et al ., ], grain exposure and protrusion [ Fenton and Abbott , ; Kirchner et al ., ], bed grain size distribution [ Parker and Sutherland , ; Ferguson , ; Wilcock and Crowe , ], channel slope [ Lamb et al ., ], and even biological organisms [ Albertson et al ., ; Masteller et al ., ].…”