Can you clarify further on time remaining field? Is it the time tracking (remaining estimate) or the SLA from Jira Service Desk?
If it's the time tracking fields, there could be a couple of possible causes such as:
Previously against these tickets there was time estimate and then underneath time remaining which the team would update each day. The latter is now missing:
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