For those running their own Joplin Server using apache and certbot to manage the certificate generation, the following fixes the issue:

sudo certbot certonly --preferred-chain "ISRG Root X1" --apache

(Note this is a suggested reply in the link posted above by @laurent)

The joplin server setup I'm using is is based off of this thread Guide for Joplin-Server on Raspberry Pi (thanks to @MrKanister)

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