How to remove the option for admin mode?

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By default, admins can activate admin mode any time. Note that this option is available for admins only.

To hide this option, add to your chat CSS this code.

.options-dialog .admin-mode-switch {   display: none; } 

Add this CSS code using the admin panel (see how in here for web CSShere for mobile CSS).