Did you mean "Mysterious Creatures" by George Eberhart?
To my knowledge there's no book called "The Mystery Creatures".
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Mystery writer awards are often referred to as "mystery writing awards" or "crime fiction awards." Some specific examples include the Edgar Awards by the Mystery Writers of America and the Agatha Awards from Malice Domestic.