Hi,
I had never thought about your question and I usually run my programs with single digit natural numbers since I wanted to experiments be repeatable.
But after your question I read the following article and got the idea why you need high entropy numbers to reduce predictability of sequence.
GoodPracticeRNG.pdf (ucl.ac.uk) 16
Following sections seems can represent the topic:

Rule 3: Properly seed your generator
Unbiased Shuffling
Warm up your generator first

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