We applied the Signal Detection Theory (SDT) analysis to measure the ability of participants to distinguish between the two conditions (d' value) and the strategy used by participants to respond (
β value, see
Materials and methods).
Figure 8 illustrates the distribution of z scores of signal and noise trials represented as black and gray curves, respectively. In the previous analysis, we observed that perceptual responses in PK condition were smaller than those in NPK conditions. Based on this, we considered the perceptual responses smaller than the responses of the noise trials (trials in NPK condition) as hits in the signal trials (trials in PK condition) and the responses of the noise trials smaller than those of the signal trials as false alarms.
Figure 8A reports the two distributions for manual perceptual responses before the reaching movements (
Figure 8A-left) and for those before the grasping movements (
Figure 8A-right). We calculated
d′ as the measurement of the distance between the mean of the signal distribution and the mean of the noise distribution (i.e., the distance between the peaks of the two distributions in
Figure 8) in standard deviation units. For manual perceptual responses, the two
d′ values were similar and corresponded to 1.022 for responses before the reaching movement and 1.070 for responses before the grasping movement, respectively (
Figure 8A, left and right, respectively). This suggests that the participants showed the same ability in discriminating the two conditions both before the reaching and before the grasping movement. Then, we calculated the two
β values for reaching and grasping, and they are reported in
Figure 8A as the shaded portions of the distributions. The
β value in reaching trials was 1.19 and corresponded to signal and noise likelihoods of 0.3105 and 0.01, respectively (
Figure 8A-left). In the grasping trials, we found a
β value of 1.21 that corresponded to signal and noise likelihoods of 0.3102 and 0.08, respectively (
Figure 8A-right). These results in grasping overlap with those in reaching (compare left versus right of
Figure 8A). These data indicate that participants judged the objects to be smaller more frequently in PK condition with respect to NPK condition and used the same strategy for reaching and grasping trials.
Figure 8B reports the same analysis for verbal perceptual responses. We found that in reaching trials the
d′ was 0.41 (
Figure 8B-left) and in grasping trials it was 0.36 (
Figure 8B-right). In this case, the distances between the signal and the noise distributions decreased, demonstrating a weaker ability in discriminating the PK and the NPK conditions with respect to the manual experiment in both reaching and grasping movements. The
β value in reaching trials was 1.501 and corresponded to signal and noise likelihoods of 0.08 and 0.03, respectively (
Figure 8A-left). In grasping trials, we found similar values compared with reaching, corresponding to a
β value of 1.35 and to signal and noise likelihoods of 0.11 and 0.06, respectively (
Figure 8A-right). When the participants responded verbally in Experiment 2, they showed a slight tendency to judge the objects to be smaller in the PK condition with respect to the NPK condition, but they were less able to discriminate the two conditions compared to the results of the manual experiment (Experiment 1). The SDT analysis suggested that the ability in discriminating the PK and NPK condition was significantly higher for perceptual responses given manually.