Your mother might be right. Cold is caused by common cold virus. But if you have a weak immune system, being in the cold weather outside may not help matters.
However, if you are out running in the cold unpolluted enivronment, than it will do a world of good to strengthen your immune system.
The censored word is not the S or F word. I apologize.