Dear HCP team,
I have seen that the zstat values for tasks contrasts are very large in the 
HCP_S900_787_tfMRI_ALLTASKS_level3_zstat1_hp200_s2_MSMAll.dscalar.nii file, to 
the point that one can observe areas of activation in task contrasts by setting 
very high z value thresholds (e.g., a z threshold of +14).
I think (please correct me if I'm wrong) that the z values of the S900 file are 
very large because the group is very large, therefore the standard deviation is 
very small (given that there will be less variability in a group if one takes a 
very large group of people rather than a small group of people), and if the 
standard deviation is very small then even small differences from the mean will 
lead to very large z values.

I was wondering what implication does this have in terms of statistical 
significance. A z value of 14 or larger would correspond to an extremely small 
p value, i.e. it would be extremely unlikely to observe by chance a measure 
which is 14 times the standard deviation away from the mean. Would it therefore 
be correct to assume that the areas that we can observe in the S900 
tfMRI_ALLTASKS task contrasts with a very high zstat threshold (e.g., 14) are 
statistically significant, without having to worry about multiple comparisons 
or family structure?

Thank you very much,
Xavier.

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