“…Yet at fine-scales, disentangling the impact of the biological and physical environment on flight costs can be challenging, given that a range of factors often vary simultaneously. These include the topography birds are flying over, individual position within a flock (Garde et al, 2021, Portugal et al, 2014) and social context (Sankey & Portugal, 2019; Usherwood et al, 2011), as well as factors that vary over longer timescales including the birds’ immunological state (Hicks et al, 2018), and physical factors such as wind speed, turbulence and air density (Bishop et al, 2015; Furness & Bryant, 1996; Sapir et al, 2010). High-frequency data from animal-attached loggers have proved powerful in this regard, as the signal from onboard accelerometers can be used to quantify second-by-second changes in wingbeat frequency (Cochran et al, 2008; Sato et al, 2008; Van Walsum et al, 2020), and potentially other kinematic parameters (Taylor et al, 2019).…”