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Most etymology sources say "origin unknown."

A little more here:

"A bogie is a British railway term for a wheeled truck or frame under a long carriage or engine that can swivel to help the vehicle around curves. It is of obscure origin, possibly from a northern British dialect word, but certainly has nothing whatever to do with the supernatural. "

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