3.2. Eye Movements
In each phase and group, outliers of the total fixation durations of the whole picture (including the 3 cards and the blank area) were removed from further analyses (3 standard deviations beyond the mean, about 2.28% of the data points). To test the group difference of looking time spent on the whole picture, we conducted independent t tests for each phase. Results showed no group difference of total looking time in the preswitch phase, t(47) = −0.64, P = .53, η2 = .009, in the postswitch phase, t(19.33) = 0.86, P = .40, η2 = .037, or in the border version, t(28) = −1.20, P = .24, η2 = .049.
We employed two approaches to analyze the eye movement data. The first approach was the traditional AOI approach, which predefined AOIs including the test card and the two target cards (one as the correct card, the other as the incorrect card, according to the rule). The AOIs were defined as the entire face feature of interest plus an additional 50 pixels of edges. All fixation durations falling within each AOI for each trial were summed up to calculate total fixation durations. Considering the variability of children's total looking time in each trial, we calculated the proportional fixation durations by dividing the total fixation time on each AOI by the total fixation time on the whole picture. Results of the analysis of proportional fixation durations for ASD and TD children in each phase were shown in .
The second approach was the analysis of saccade paths, which counted the frequencies of a participant's gaze shifts from one AOI to another. We calculated the frequencies of three saccade paths involving the path between the correct and the test cards (correct-test path), the path between the incorrect and the test cards (incorrect-test path), and the path between the correct and the incorrect cards (correct-incorrect path). Results of saccade path analysis for ASD and TD children in each phase were shown in .
Firstly, Because of highly similar data patterns for fixations in the two orders and the limited sample size, we combined all fixations of participants in both orders for subsequent data analysis. We did the AOI and the scanpath analyses for the preswitch phase, the postswitch phase, and the border version separately. Then, we conducted an exploratory analysis to compare children who passed and failed in the postswitch phase, and children in Order 1 and 2 in the postswitch phase. Last, we correlated children's DCCS scores with their eye movements.
3.2.1. Proportional Fixation Duration To test the difference in looking time spent on each AOI between ASD and TD children, we conducted 2 (Subject Group: ASD versus TD) × 3 (AOI: correct, incorrect, and test cards) mixed-design ANOVAs for each phase. Results were shown in . In the preswitch phase, there was a significant effect of Subject Group, F(1, 47) = 18.87, P < .001, η2 = .29, and a significant AOI effect, F(2, 94) = 56.35, P < .001, η2 = .55. No Group × AOI interaction was found, F(2, 94) = 1.05, P = .36, η2 = .022. Pairwise comparison t tests were obtained to compare mean fixation durations between groups for each of the three AOIs, and then to compare fixation durations between AOIs for each group. Results showed that compared to ASD children, TD children looked longer at the correct card, t(47) = −2.72, P = .009, η2 = .14, and the incorrect card, t(47) = −2.61, P = .012, η2 = .13. For each group, children spent longer looking time on the correct card than the incorrect card, ps < .001, and longer looking time on the test card than the correct and the incorrect cards, ps < .01. A pairwise t test was also conducted to compare the ASD and TD children's proportional fixation duration at the blank area. Results showed that ASD children looked longer at the blank area (M = .33, SD = .13) than TD children (M = .20, SD = .08), t(47) = 4.34, P < .001, η2 = .29.
In the postswitch phase, a 2 (Subject Group) × 3 (AOI) ANOVA was found a significant effect of Subject Group, F(1, 46) = 6.70, P = .013, η2 = .13, a significant AOI effect, F(2, 92) = 33.02, P < .001, η2 = .42, and the Group × AOI interaction, F(2, 92) = 3.88, P = .024, η2 = .078. Pairwise comparison t tests showed that TD children spent longer looking time at the correct card than ASD children, t(46) = −3.45, P = .001, η2 = .21. TD children looked longer at the correct card than the incorrect card, t(30) = 4.33 P < .001, η2 = .38. There was no difference of looking time spent on the correct and the incorrect cards for ASD children, t(16) = 0.67, P = .52, η2 = .027 (). A pairwise t test showed longer proportional fixation durations at the blank area in ASD (M = .28, SD = .10) than TD children (M = .20, SD = .11), t(46) = 2.59, P = .013, η2 = .13.
In the border version, a 2 (Subject Group) × 3 (AOI) ANOVA found a significant AOI effect, F(2, 56) = 34.707, P < .001, η2 = .55. There was no Group effect and Group × AOI interaction, F(1, 28) = 1.58, P = .22, η2 = .053; F(2, 56) = 2.09, P = .13, η2 = .069. Pairwise comparison t tests showed that TD children spent longer time looking at the correct card than the incorrect card, t(21) = 4.73, P < .001, η2 = .52. ASD children also spent longer time looking at the correct than the incorrect cards, t(7) = 5.55, P = .001, η2 = .81. TD children spent longer time than ASD children in looking at the incorrect card, t(28) = −2.82, P = .009, η2 = .22 (). A pairwise t test showed longer proportional fixation durations at the blank area in ASD (M = .30, SD = .15) than TD children (M = .17, SD = .07), t(28) = 3.16, P = .004, η2 = .26.
3.2.2. Analysis of Saccade Paths Three saccade paths, the correct-test path, the incorrect-test path, and the correct-incorrect path, were identified and their frequencies were calculated for each phase and group. A 2 (Subject Group: ASD versus TD) × 3 (Path Type: correct-test, incorrect-test, and correct-incorrect paths) mixed-design ANOVA was conducted to test the differences of frequencies of saccade paths between groups and types of paths. Results were shown in . In the preswitch phase, there was a significant effect of Path Type, F(2, 94) = 36.43, P < .001, η2 = .44, and a significant effect of the group, F(1, 47) = 6.69, P = .013, η2 = .13. No Group × Path Type interaction was found, F(2, 94) = 0.63, P = .54, η2 = .013. Pairwise comparison t tests were run to compare mean path frequencies between groups for each path, and then between paths for each group. Results showed that compared to TD children, ASD children scanned less often between the incorrect card and the test card, t(47) = −2.77, P = .008, η2 = .14, and between the correct and the incorrect card, t(47) = −2.49, P = .016, η2 = .12. ASD and TD children both scanned between the correct and the test cards more than between the incorrect and the test cards, between the correct and the incorrect cards, ps < .05. Both groups also scanned between the incorrect and the test cards more often than between the correct and the incorrect cards, ps < .05 ().
In the postswitch phase, a 2 (Subject Group) × 3 (Path Type) mixed-design ANOVA found a significant effect of Path Type on the frequencies of paths, F(2, 46) = 27.41, P < .001, η2 = .37. There was no effect of Subject Group, F(1, 46) = 0.005, P = .95, η2 = .000, or the Group × Path Type interaction, F(2, 46) = 1.41, P = .25, η2 = .030. Pairwise comparison t tests found no group difference in either the correct-test or the incorrect-test paths, ps > .05. TD children scanned between the correct and the test cards more often than between the incorrect and the test cards, t(30) = 3.92, P < .001, η2 = .34. ASD children showed no differences between the frequencies of these two paths, t(16) = 0.69, P = .50, η2 = .029. Both groups scanned between the correct and the test cards, and between the incorrect and the test cards more often than they scanned between the correct and the incorrect cards, ps < .05 ().
In the border version, a 2 (Subject Group) × 3 (Path Type) mixed-design ANOVA found a Group effect on the frequencies of paths, F(1, 28) = 5.03, P = .033, η2 = .15, and a significant effect of Path Type, F(2, 56) = 12.97, P < .001, η2 = .32, and a Group × Path Type interaction, F(2, 56) = 3.52, P = .036, η2 = .11. Pairwise comparison t tests found that TD children scanned between the correct and the test cards more often than ASD children, t(28) = −2.67, P = .012, η2 = .20. TD children scanned following the correct-test path and the incorrect-test path more often than the correct-incorrect path, t(21) = 6.15, P < .001, η2 = .64; t(21) = 4.96, P < .001, η2 = .53. ASD children scanned between the three type of paths similarly, ps > .05 ().
3.2.3. An Exploratory Analysis: Pass versus Fail There are 22 TD and 8 ASD children who passed postswitch phase, while 9 TD and 9 ASD children failed in the postswitch phase. Due to the limited sample sizes in each group, we conducted an exploratory analysis in order to investigate the difference of visual scanning patterns between these children who passed and those who failed. We created 4 groups (i.e., ASD_Pass, ASD_Fail versus TD_Pass versus TD_Fail) and ran a 4 (Group) × 3 (AOI) mixed-design ANOVA. This analysis was only conducted for the postswitch phase, due to the limited sample sizes for children who failed in the preswitch phase and ASD children who passed the border version. Results, as shown in , showed a significant AOI effect, F(2, 88) = 33.57, P < .001, η2 = .43, and a significant AOI × Group interaction, F(6, 88) = 4.15, P = .001, η2 = .22. There was no effect of the group, F(3, 44) = 2.25, P = .096, η2 = .13. Post hoc analysis with the Tukey HSD method showed that ASD children who failed in the postswitch phase looked at the correct card shorter than ASD children who passed, and both groups of TD children, ps < .05; ASD children who passed the postswitch phase looked at the incorrect card shorter than ASD children who failed and TD children who failed, ps < .05. Pairwise comparison t tests further found both ASD and TD children who passed the postswitch phase showed similar visual scanning patterns; they both looked longer at the correct card than the incorrect card, t(6) = 6.77, P = .001, η2 = .88, t(21) = 4.73, P < .001, η2 = .52, respectively. For ASD and TD children who failed in the postswitch phase, there was no difference of looking time at the correct card and the incorrect card, t(9) = −1.95, P = .083, η2 = .30, t(8) = 0.83, P = .43, η2 = .080, respectively.
A 4 (Group: ASD_Pass, ASD_Fail versus TD_Pass versus TD_Fail) × 3 (Path Type: correct-test path, incorrect-test path versus correct-incorrect path) mixed-design ANOVA found a significant effect of Path Type, F(2, 44) = 26.96, P < .001, η2 = .38, and a significant Path Type × Group interaction, F(6, 44) = 2.57, P = .024, η2 = .15. There was no effect of the group, F(3, 44) = 0.83, P = .49, η2 = .052. Post hoc analysis with the Tukey HSD method showed that ASD children who failed in the postswitch phase scanned between the incorrect card and the test card more often than ASD children who passed, P = .033 ().
3.2.4. The Effect of Dimensions The effect of dimensions was investigated using a 2 (Dimension: sorting by color or shape) × 2 (Subject Group: ASD versus TD) × 3 (AOI: correct, incorrect, and test cards) mixed design ANOVA. Results showed a significant effect of the Subject Group, F(1, 44) = 6.62, P = .014, η2 = .13, a significant AOI effect, F(2, 88) = 32.62, P < .001, η2 = .43, and the Group × AOI interaction, F(2, 88) = 3.78, P = .027, η2 = .08. No significant main effect of Dimension or interaction involving Dimension was found, ps > .05. Pairwise comparison t tests showed that TD children following the shape rule spent longer looking time at the incorrect card than those TD children following the color rule, t(29) = 2.38, P = .024, η2 = .21. This indicated that it was harder for TD children to inhibit the color dimension than to inhibit the shape dimension. No difference of dimension was found for ASD children or in other AOIs for TD children, ps > .05 (Figures and ).
A 2 (Dimension) × 2 (Subject Group) × 3 (Path Type) mixed-design ANOVA found a significant effect of Path Type on the frequencies of paths, F(2, 44) = 28.26, P < .001, η2 = .39, and a significant Dimension effect, F(1, 44) = 4.90, P = .032, η2 = .10. There was no effect of Subject Group, F(1, 44) = 0.026, P = .87, η2 = .001, or the Group × Path Type interaction, F(2, 44) = 1.49, P = .23, η2 = .033. Pairwise comparison t tests found no difference of dimensions in either path for ASD and TD children, ps > .05 (Figures and ).