“…The spatial distribution of HPAI H5N1 has been studied in several countries and regions using spatial statistical models ( Gilbert et al, 2006 , Gilbert et al, 2007 , Gilbert et al, 2008 , Gilbert et al, 2010 , Gilbert et al, 2014 ; Tiensin et al, 2007a , Tiensin et al, 2007b , Tiensin et al, 2009 ; Paul et al, 2010 , Paul et al, 2014 , Paul et al, 2016 ; Stegeman et al, 2011 ; Ssematimba et al, 2012 ; Artois et al, 2017 ) and mathematical models ( Truscott et al, 2007 ; Tiensin et al, 2007a , b ; Boender et al, 2007 ; Sharkey et al, 2008 ; Jewell et al, 2009a , b , c ; Minh et al, 2011 ; Walker et al, 2012 ; Hill et al, 2017 , Hill et al, 2018 ). Evidence from previous work suggests that different landscapes, production systems and water-related variables are risk factors that will promote disease transmission.…”