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. 2023 Sep 27;14:1222608. doi: 10.3389/fpsyg.2023.1222608

Table 3.

Linear mixed model (Model 1) was fitted to the average dwell times on Animate and Inanimate foveal interest areas (FIAs)—without audio markers—under the three different Viewing conditions (contextual information, External perspective, and internal perspective).

Model 1: Effects of different viewing conditions and social cues on gaze patterns across visual artworks and complex images in healthy adults
Effect df ChiSq p VS-MPR *
Viewing condition 2, 21.68 5.453 0.012 6.899
Foveal interest area (FIA) category 1, 20.88 28.741 < 0.001 1333.123
Viewing condition * FIA category 2, 20.66 9.820 0.001 53.007
Fixed effect estimates
Term Estimate SE df t p VS-MPR *
(Intercept) 1182.309 115.855 21.940 10.205 < 0.001 2.055 × 10+7
Reference viewing condition: internal perspective
Viewing condition: contextual information −416.025 169.408 23.271 −2.456 0.022 4.391
Viewing condition: xternal perspective −76.324 164.697 21.930 −0.463 0.648 1.000
Reference FIA category: inanimate
FIA category: animate 498.940 93.068 20.884 5.361 < 0.001 1333.125
Interaction effects
Animate FIAs * Contextual information viewing condition −510.802 139.196 21.809 −3.670 0.001 40.980
Animate FIAs * External perspective viewing condition 22.479 132.343 20.511 0.170 0.867 1.000
Estimated marginal means
95% CI
Viewing Condition Foveal interest area subcategory Estimate SE Lower Upper
Contextual information Animate 754.423 349.593 69.233 1439.612
External perspective Animate 1627.405 323.435 993.483 2261.326
Internal perspective Animate 2661.922 274.834 2123.258 3200.586
Contextual information Inanimate 778.146 183.653 418.192 1138.099
External perspective Inanimate 584.566 175.287 241.010 928.122
Internal perspective Inanimate 687.395 175.208 343.993 1030.797

Model terms tested with the Satterthwaite test method.

The following variable is used as a random effects grouping factor: “Image”.

Type III sum of squares.

*Vovk-Sellke maximum p-ratio: Based on a two-sided p-value, the maximum possible odds in favor of H1 over H0 equal 1/(-e p log(p)) for p ≤ 0.37 (Sellke et al., 2001).

The intercept corresponds to the (unweighted) grand mean; for each factor with k levels, k - 1 parameters are estimated with sum contrast coding. Consequently, the estimates cannot be directly mapped to factor levels. The estimated marginal means below provide estimates for each factor level/design cell and their differences.

Fixed effects were calculated for the “viewing condition” with 3 levels and the “FIA category” with 2 levels (Animate and Inanimate), with ‘Image' (N = 20) selected as a random effects grouping factor. The LMM random-effect structures for “Image” included the intercept and the random slopes for the factor “FIA category.” All random slopes involving “viewing condition” were automatically removed from the model by JASP, as the factor “Viewing condition” did not vary within the levels of random effects grouping factor “Image.” The dwell-time data that were included in the analysis were recorded between 750 and 20,000 ms after image presentation, reflecting the time window during which higher cortical processes are recruited in the image processing (Cela-Conde et al., 2013; Van Leeuwen et al., 2022). Estimated marginal means were calculated for the two FIA categories across the three viewing conditions. A control analysis found no main effects for age or sex, so the presented results were averaged across all research participants in the study (N = 37). Total number of observations: 12,617. The bold values indicate a statistically significant result, defined as a p value smaller than 0.05.