Figure 4: Representation of the results of learner characteristics influencing frequency of tool use. CM= Concept Maps AQ=Adjunct Questions. On the left is prior knowledge with a positive relationship on frequency of tool use, on the right is self-efficacy with a negative relationship on frequency of tool use.