In a Guardian interview, he urged the PM to "get a grip" and restore public confidence in ministers' handling of the coronavirus pandemic.
But No 10 said it was proceeding with caution to secure a safe recovery.
It comes as the government is to outline further details of its quarantine plans later.
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