He was found shortly after 9 p.m.in Masury, Ohio.
A preliminary autopsy report shows that Annakin Gammon, 2, of Sharon, died due to drowning, according to Mercer County Coroner John A. Libonati.
It has not been specifically determined how the boy entered the pool.
There is no word yet if there will be anyone charged in the investigation, which is a joint effort by Sharon and Brookfield police departments.
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"The home is completely fenced in", Kasiewicz said.
Police say his panicked parents called 911 after the toddler and his 5-year-old brother were last seen Sunday in their backyard.
Police did not release the names of the parents.
Annakin was found a short time later in Masury, Ohio, a few blocks away from his house. While Smith would not say what they were looking for, he said the search was expected to aid in the creation of a timeline.
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"We have a lot of questions", he said.
The older boy, who is hearing impaired, was found walking by himself in Brookfield.
Sharon police were at Gammon's home on Lafayette Avenue later Monday carrying out a search warrant.
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