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Identifying between left and right hand

Is there a method other than machine learning that would be able to identify the difference between a left and right hand? I thought the best way may be to identify where the thumb is in the image, but I'm not sure how to differentiate it from the other fingers. Other than that, I haven't been able to come up with a way to identify which hand is in my image.