How would I handle it when a woman I care and love for just found out 3 weeks she is pregnant?

You don't have to be the daddy to be a great daddy. If you want to be with her offer for her to put your name on the birth cert. The dead beat doesn't have to know he is the farther. I think its wonderful for you to want to be with her.