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One Standard for All: Uniform Scale for Comparing Individuals and Groups in Hierarchical Bayesian Evidence Accumulation Modeling Cover

One Standard for All: Uniform Scale for Comparing Individuals and Groups in Hierarchical Bayesian Evidence Accumulation Modeling

Open Access
|Aug 2024

Figures & Tables

joc-7-1-394-g1.png
Figure 1

Summary of the steps involved in Study 1.

Table 1

Population mean value in the 21 models from Study 1. v. TRUE and v. FALSE represent the mean drift rate for the correct and incorrect response, respectively.

STARTING POINTBOUNDARYV. TRUEV. FALSEsv
22.32.30.61
22.52.30.61
22.72.30.61
22.32.50.61
22.52.50.61
22.72.50.61
22.32.70.61
22.52.70.61
22.72.70.61
22.32.30.81
22.52.30.81
22.72.30.81
22.32.50.81
22.52.50.81
22.72.50.81
22.32.70.81
22.52.70.81
22.72.70.81
22.32.311
22.52.311
22.72.311
Table 2

Pearson correlation and ICC2,1 range and mean for all parameters using the new method in Study 1.

PARAMETERMETHODLOWER BOUNDHIGHER BOUNDMEAN VALUE
Starting pointPearson cor.0.7700.9000.840
BoundaryPearson cor.0.6140.9090.827
v.truePearson cor.0.8670.9590.911
v.falsePearson cor.0.2740.5660.439
svPearson cor.0.8750.9580.924
Starting pointICC2,10.6600.8970.818
BoundaryICC2,10.5780.9050.806
v.trueICC2,10.8420.9410.898
v.falseICC2,10.0380.5400.209
svICC2,10.8610.9500.917
joc-7-1-394-g2.png
Figure 2

Mean (a) Pearson correlation, and (b) ICC2,1 Across the 21 Simulated Datasets (Means were computed through Fisher’s Z transformation), using the new method in Study 1. Error bars represent the lower and upper range of correlations from the 21 models.

Table 3

Pearson correlation and ICC2,1 range and mean for all parameters using the classic method in Study 1.

PARAMETERMETHODLOWER BOUNDHIGER BOUNDMEAN VALUE
Starting pointPearson cor.0.7800.9200.881
BoundaryPearson cor.0.9660.9920.987
v.truePearson cor.0.9880.9930.991
v.falsePearson cor.0.4240.9570.615
Starting pointICC2,10.7560.9170.869
BoundaryICC2,1.9600.9920.984
v.trueICC2,10.9880.9930.991
v.falseICC2,10.04310.9560.434
joc-7-1-394-g3.png
Figure 3

Mean (a) Pearson correlation, and (b) ICC2,1 Across the 21 Simulated Datasets (Means were computed through Fisher’s Z transformation), using the classic method in Study 1. Error bars represent the lower and upper range of correlations from the 21 models.

Table 4

Pearson correlations and ICC2,1 range and value for all parameters using the new method in Study 2.

PARAMETERMETHODLOWER BOUNDHIGHER BOUNDVALUE
Starting pointPearson cor.0.7190.8640.803
BoundaryPearson cor.0.6580.8310.758
v.truePearson cor.0.7390.8740.818
v.falsePearson cor.0.8570.9330.902
svPearson cor.0.9230.9650.948
Starting pointICC2,1–0.0920.8000.490
BoundaryICC2,1–0.0940.7500.420
v.trueICC2,1–0.0840.7900.470
v.falseICC2,10.5100.9200.830
svICC2,10.0480.9200.770
Table 5

Pearson correlation and ICC2,1 range and value for all parameters using the classic method in Study 2.

PARAMETERMETHODLOWER BOUNDHIGHER BOUNDMEAN VALUE
Starting pointPearson cor.0.2550.5790.431
BoundaryPearson cor.0.2970.6090.467
v.truePearson cor.0.1860.5290.370
v.falsePearson cor.0.6800.8420.774
Starting pointICC2,10.0810.440.270
BoundaryICC2,10.140.490.32
v.trueICC2,10.0330.390.22
v.falseICC2,10.600.800.71
joc-7-1-394-g4.png
Figure 4

(a) Pearson correlation, and (b) ICC2,1, using the new method in Study 2. Error bars represent 95 percent confidence interval.

joc-7-1-394-g5.png
Figure 5

(a) Pearson correlation, and (b) ICC2,1, using the classical method in Study 2. Error bars represent 95 percent confidence interval.

DOI: https://doi.org/10.5334/joc.394 | Journal eISSN: 2514-4820
Language: English
Submitted on: Dec 27, 2023
Accepted on: Aug 7, 2024
Published on: Aug 16, 2024
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2024 Rotem Berkovich, Nachshon Meiran, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.