How does KDE actually find and discover ata drives?

See e.g. lspci -v or sudo lspci -vv .

But I would suggest to start from a live USB of your distribution and check from there - if there are similar errors then it is very likely a hardware problem.
You can double-check with another live USB containing a different kernel.

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