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Aged just 17, Fowle downloaded "correct and viable" instructions for making explosives, the court heard.
Detective Chief Superintendent Kath Barnes, of Counter Terrorism Policing South East, said the early signs were worrying.
"Although 17 at the time, there is no doubt that Fowle has demonstrated the mindset of a right-wing terrorist, and given his interest in mass casualty incidents and his research into explosives, it's vital that he has been convicted," the BBC reported.
Last March, he was referred to the British government's anti-terror Prevent scheme after a classmate warned teachers he could become a "school shooter".
Mere months later, he was arrested at the airport en-route to Camp America.
A police investigation found him to have an "interest in explosives, firearms and mass casualty incidents in public places such as schools".
Fowle, now 20, admitted to two counts of possessing material that was likely to be useful in preparing or committing an act of terrorism at London's Old Bailey.
On Monday (local time), he pleaded guilty to terrorism offences and was give a 20-month sentence, suspended for two years.
His guilty pleas showed Fowle's "remorse and responsibility", his lawyer Gavin Holme told the court.
"This is a young man who the authorities can work with, and not against."
Judge Dennis urged Fowle to "wake up to how dreadful your views were and how dreadful your conduct was".
The 20-month sentence in a young offenders institution, suspended for two years, lessened the chance that he would again engage with extremism, Dennis said.