“…The construction of concept maps in the study is defined as the utilisation of a 'graphic organisational technique' (Hay and Kinchin 2006, 129) that individuals, like elementary and/or secondary students and teachers, use to construct graphical structures to organise and represent concepts as cognitive structures either hierarchically (Novak and Cañas 2007) or non-hierarchically (Nousiainen and Koponen 2010) (a chain, a spoke and/or a net/network) (Kinchin 2001(Kinchin , 2011Kinchin, Hay, and Adams 2000;Kinchin, Streatfield, and Hay 2010). The resulting concept map is, thus, comprised of concepts, instead of statements or phrases or drawings contained within boxes/circles.…”