Caloroso, who suffers from Alzheimer's Disease, was driving a 2010 dark blue Chevrolet Impala with New York registration GDY-8262.
When last seen, Caloroso was wearing a flannel shirt, blue pants, and may be wearing a baseball hat that says Sidney on top.
He is described as being 5-foot-10, 160 pounds, with brown hair and eyes.
Anyone with information, or who sees Caloroso, is asked to contact 607-561-7400 or call 911.
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