Three of the children died in the fire. They were 7 months old and two and three years old.
A judge ruled Cheatem is unfit to stand trial at this time. She will return to court for a status hearing and progress report on the May 27.
Cheatem has pleaded not guilty to three counts of child endangerment resulting in death.
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