I have never heard "choice for" used in this way. The only time this verb & preposition are put together is when you say, e.g., "John Smith is his party's choice for governor." In other words, when a group of people choose someone to do something, then s/he is their "choice for." But when a person chooses among things to use, it's "choice of."